In [1]:
using 
CSV,
Dates,
DataFrames,
Format,
Markdown,
Measures,
Plots,
RCall,
Statistics,
StatsPlots,
Suppressor
@suppress R"library(forecast)"
@suppress gr()
;
In [2]:
death_path = "COVID-19/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_global.csv"
confirmed_path = "COVID-19/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv"
;
In [3]:
death = CSV.read(death_path) |> DataFrame! |> x -> rename!(x, Dict(Symbol("Province/State") => :state, Symbol("Country/Region") => :country))
confirmed = CSV.read(confirmed_path) |> DataFrame! |> x -> rename!(x, Dict(Symbol("Province/State") => :state, Symbol("Country/Region") => :country))
;
In [4]:
"""
    convert an array of columns and column names into a markdown table

    parameters: 
        cols : Array[Array[Any]] | DataFrame
            an array of arrays which are the columns of the table
        names : Array[String]
            an array of column names. If inputting a df, input `string.(names(df))`
        df : Boolean
            whether or not the cols are an array of arrays or a dataframe

    returns: String
        string of markdown text
"""
function markdown_table(cols, names; df=false)
    if df
        cols = [col for col in eachcol(cols)]
    end
    output_string = ""
    cols = [repr.(col) for col in cols]
    for i in 1:length(names)
        output_string = output_string * "|" * names[i]
    end
    output_string *= "\n"
    for i in 1:length(names)
        output_string = output_string * "|" * "---"
    end
    output_string *= "\n"
    for row in 1:length(cols[1])
        for col in 1:length(cols)
            output_string = output_string * "|" * cols[col][row]
        end
        output_string *= "\n"
    end
    # displaying strings without quotes
    output_string =  replace(output_string, "\"" => "")

    return output_string
end
;
In [5]:
function country_data(country; state=false, start_date=Dates.Date(2020, 1, 22), end_date="max")
    aggregate(x) = [sum(col) for col in eachcol(x)]
    
    state_mask = typeof(state) == String ? death.state .== state : true
    d = death[(death.country .== country) .& state_mask, 5:end] |> aggregate
    dates = [Dates.Date(2020, 1, 22) + Dates.Day(day) for day in 1:length(d)] |> x -> reshape(x, :, 1)
    state_mask = typeof(state) == String ? confirmed.state .== state : true
    c = confirmed[(confirmed.country .== country) .& state_mask, 5:end] |> aggregate
    
    df = convert(DataFrame, dates) |> x -> rename!(x, [:date])
    country_name = typeof(state) == String ? country * "-" * state : country
    df[!, :country] .= country_name
    df[!, :confirmed] = c
    df[!, :deaths] = d
    df[!, :death_rate] = d ./ c
    df[!, :new_cases] .= 0
    df[2:end, :new_cases] = df[2:end, :confirmed] .- df[1:end-1, :confirmed]
    df[!, :new_deaths] .= 0
    df[2:end, :new_deaths] = df[2:end, :deaths] .- df[1:end-1, :deaths]
    df[!, :acceleration_cases] .= 0
    df[2:end, :acceleration_cases] = df[2:end, :new_cases] .- df[1:end-1, :new_cases]
    df[!, :acceleration_deaths] .= 0
    df[2:end, :acceleration_deaths] = df[2:end, :new_deaths] .- df[1:end-1, :new_deaths]
    df[!, :days_since_100] .= 0
    counter = 0
    for row in eachrow(df)
        if row.confirmed > 100
            counter += 1
        end
        row.days_since_100 = counter
    end
    df[!, :days_since_10] .= 0
    counter = 0
    for row in eachrow(df)
        if row.deaths > 10
            counter += 1
        end
        row.days_since_10 = counter
    end
    
    if end_date == "max"
        end_date = maximum(df.date)
    end
    return df[(df.date .>= start_date) .& (df.date .<= end_date), :]
end
;
In [6]:
function plot_country(country; state=false, metric=:confirmed, start_date=Dates.Date(2020, 1, 22), end_date="max", days_since_100=false)
    data = country_data(country; state=state, start_date=start_date, end_date=end_date)
    if days_since_100
        if metric == :confirmed
            plot(data[data.days_since_100 .> 0, :days_since_100], data[data.days_since_100 .> 0, metric], label=country, legend=:outertopright, size=(1000, 500))
        else
            plot(data[data.days_since_10 .> 0, :days_since_10], data[data.days_since_10 .> 0, metric], label=country, legend=:outertopright, size=(1000, 500))
        end
    else
        plot(data.date, data[!, metric], label=country, legend=:outertopright, size=(1000, 500))
    end
    
    plot!([0], linetype=:hline, color=:black, label="")
    plot!(yformatter=:plain)
end
function plot_country!(country; state=false, metric=:confirmed, start_date=Dates.Date(2020, 1, 22), end_date="max", days_since_100=false)
    data = country_data(country; state=state, start_date=start_date, end_date=end_date)
    if days_since_100
        if metric == :confirmed
            plot!(data[data.days_since_100 .> 0, :days_since_100], data[data.days_since_100 .> 0, metric], label=country, legend=:outertopright, size=(1000, 500))
        else
            plot!(data[data.days_since_10 .> 0, :days_since_10], data[data.days_since_10 .> 0, metric], label=country, legend=:outertopright, size=(1000, 500))
        end
    else
        plot!(data.date, data[!, metric], label=country, legend=:outertopright, size=(1000, 500))
    end
    plot!(yformatter=:plain)
end
bar_plot(country, metric) = bar(
    all_country_data[
        (all_country_data.country .== country) .& (all_country_data.date .>= Dates.Date(2020, 1, 1)),
        :date
    ], 
    all_country_data[
        (all_country_data.country .== country) .& (all_country_data.date .>= Dates.Date(2020, 1, 1)),
        metric
    ], 
    legend=false, 
    linecolor=1, 
    title=country,
    yformatter=:plain
)
function accel_plot(country_name="World")
    if country_name == "World"
        tmp = all_country_data
    else
        tmp = all_country_data[all_country_data.country .== country_name, :]
    end
    agg = by(tmp, [:date], :confirmed => sum, :deaths => sum)
    conf = plot(agg.date, agg.confirmed_sum, legend=false, title="$country_name Confirmed Cases", size=(1400, 700), color=:grey, yformatter=:plain)
    death_plot = plot(agg.date, agg.deaths_sum, legend=false, title="$country_name Deaths", size=(1400, 700), color=:orange, yformatter=:plain)

    # derivates
    agg[!, :new_cases] .= 0
    agg[!, :new_cases][2:end] = agg.confirmed_sum[2:end] - agg.confirmed_sum[1:end-1]
    agg[!, :new_deaths] .= 0
    agg[!, :new_deaths][2:end] = agg.deaths_sum[2:end] - agg.deaths_sum[1:end-1]
    agg[!, :conf_acceleration] .= 0
    agg[!, :conf_acceleration][2:end] = agg.new_cases[2:end] - agg.new_cases[1:end-1]
    agg[!, :death_acceleration] .= 0
    agg[!, :death_acceleration][2:end] = agg.new_deaths[2:end] - agg.new_deaths[1:end-1]

    # moving average
    moving_average(vs,n) = [sum(@view vs[i:(i+n-1)])/n for i in 1:(length(vs)-(n-1))]
    n_days = 3
    ma_date = agg.date[1 + n_days-1:end]
    conf_slope = moving_average(agg.new_cases, n_days)
    death_slope = moving_average(agg.new_deaths, n_days)
    conf_acc = moving_average(agg.conf_acceleration, n_days)
    death_acc = moving_average(agg.death_acceleration, n_days)

    p_conf_slope = plot(ma_date, conf_slope, legend=false, title="$country_name 1st Derivative (new cases)", size=(1400, 700), color=:grey)
    plot!([0], linetype=:hline, color=:black, label="", yformatter=:plain)

    p_death_slope = plot(ma_date, death_slope, legend=false, title="$country_name 1st Derivative (new deaths)", size=(1400, 700), color=:orange)
    plot!([0], linetype=:hline, color=:black, label="", yformatter=:plain)

    p_conf_acc = plot(ma_date, conf_acc, legend=false, title="$country_name 2nd Derivative (cases acceleration)", size=(1400, 700), color=:grey)
    plot!([0], linetype=:hline, color=:black, label="", yformatter=:plain)

    p_death_acc = plot(ma_date, death_acc, legend=false, title="$country_name 2nd Derivative (deaths acceleration)", size=(1400, 700), color=:orange)
    plot!([0], linetype=:hline, color=:black, label="", yformatter=:plain)

    plot(conf, death_plot, p_conf_slope, p_death_slope, p_conf_acc, p_death_acc, layout=(3,2))
end
;
In [7]:
function r_forecast(x, y; r_forecast_function, time_function, h)    
    fc_x = [x[end] + time_function(i) for i in 1:h]
    fc = r_forecast_function(y)
    point_forecast = [val for val in fc[2]]
    lo_80 = [val for val in fc[6][1:h]]
    hi_80 = [val for val in fc[5][1:h]]
    lo_95 = [val for val in fc[6][h+1:h*2]]
    hi_95 = [val for val in fc[5][h+1:h*2]]
    output = hcat([point_forecast, lo_80, hi_80, lo_95, hi_95]...) |> DataFrame |> x -> rename!(x, [:point_forecast, :lo_80, :hi_80, :lo_95, :hi_95])

    p = plot(x, y, legend=false, label="Observed", color=:black, formatter=:plain)
    plot!(fc_x, point_forecast, ribbon=(point_forecast.-lo_95, hi_95.-point_forecast), label="", color=:lightblue, fillalpha=0.5)
    plot!(fc_x, point_forecast, ribbon=(point_forecast.-lo_80, hi_80.-point_forecast), label="Forecast", color=:blue, fillalpha=0.3)
    
    return [fc, output, p]
end
;
In [8]:
function individual_country(country; comparison_country="Italy")
    # line plots
    cases_100 = plot_country(country, days_since_100=true, metric=:confirmed)
    plot_country!(comparison_country, days_since_100=true, metric=:confirmed)
    plot!(title="$country Days Since 100th Case", titlefont=font(10))
    deaths_10 = plot_country(country, days_since_100=true, metric=:deaths)
    plot_country!(comparison_country, days_since_100=true, metric=:deaths)
    plot!(title="$country Days Since 10th Death", titlefont=font(10))
    line_plots = plot(cases_100, deaths_10, layout=(2,1))
    
    #accel plots
    accel_plots = accel_plot(country)
    plot!(titlefont=font(10))
    
    # bar plots
    cases_bar = bar_plot(country, :new_cases)
    plot!(title="$country New Cases Per Day", titlefont=font(10))
    deaths_bar = bar_plot(country, :new_deaths)
    plot!(title="$country Deaths Per Day", titlefont=font(10))
    bar_plots = plot(cases_bar, deaths_bar, layout=(2,1))
    
    # forecast plots
    data = country_data(country) |> x -> x[x.confirmed .>= 100,:]
    forecast_plot_cases = r_forecast(data.date, data.confirmed, r_forecast_function = z -> R"holt"(z, h=20, damped=true), time_function=Dates.Day, h=20)[3]
    plot!(title="$country Forecast Cases", titlefont=font(10))
    forecast_plot_deaths = r_forecast(data.date, data.deaths, r_forecast_function = z -> R"holt"(z, h=20, damped=true), time_function=Dates.Day, h=20)[3]
    plot!(title="$country Forecast Deaths", titlefont=font(10))
    forecast_plots = plot(forecast_plot_cases, forecast_plot_deaths, layout=(1, 2))
    
    final_plot = plot(accel_plots, line_plots, bar_plots, forecast_plots, layout=(4, 1))
    plot!(size=(900, 2000), margin=5mm)
    return final_plot
end
;
In [9]:
all_countries = death.country |> unique |> sort
all_country_data = vcat([country_data(country) for country in all_countries]...)
current_state = by(all_country_data, [:country], :confirmed => maximum, :deaths => maximum)
current_state[!, :death_rate] = current_state.deaths_maximum ./ current_state.confirmed_maximum
;
In [10]:
Markdown.parse("""
    # Overview of COVID-19 as of $(maximum(all_country_data.date))
    This page uses data from https://github.com/CSSEGISandData/COVID-19 (Johns Hopkins CSSE is the original source) to create a report on the status of COVID-19 cases and deaths around the world. It is updated once a day around 10:00am CET.
    """)
Out[10]:

Overview of COVID-19 as of 2020-04-03

This page uses data from https://github.com/CSSEGISandData/COVID-19 (Johns Hopkins CSSE is the original source) to create a report on the status of COVID-19 cases and deaths around the world. It is updated once a day around 10:00am CET.

Worldwide Current State

In [11]:
tmp = current_state
Markdown.parse("""
- Confirmed cases: **$(format(sum(tmp.confirmed_maximum), commas=true))**
- Deaths: **$(format(sum(tmp.deaths_maximum), commas=true))**
- Death Rate: **$(round(sum(tmp.deaths_maximum) / sum(tmp.confirmed_maximum) * 100, digits=2))%**
""")
Out[11]:
  • Confirmed cases: 1,013,158
  • Deaths: 52,984
  • Death Rate: 5.23%
In [12]:
accel_plot("World")
plot!(size=(900, 700))
Out[12]:
2020-02-01 2020-03-01 2020-04-01 0 250000 500000 750000 1000000 World Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 10000 20000 30000 40000 50000 World Deaths 2020-02-01 2020-03-01 2020-04-01 0 20000 40000 60000 World 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 4000 5000 World 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -2500 0 2500 5000 7500 World 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 0 200 400 600 800 World 2nd Derivative (deaths acceleration)

Top 10 Worst Affected Countries

Confirmed

In [13]:
top_10 = sort(current_state, order(:confirmed_maximum, rev=true))[1:10, :]
top_10[!, :death_rate] = string.(round.(top_10.death_rate * 100, digits=2)) .* "%"
Markdown.parse(
    markdown_table(top_10, ["Country", "Confirmed Cases", "Deaths", "Death Rate"]; df=true)
)
Out[13]:
Country Confirmed Cases Deaths Death Rate
US 243453 5926 2.43%
Italy 115242 13915 12.07%
Spain 112065 10348 9.23%
Germany 84794 1107 1.31%
China 82432 3322 4.03%
France 59929 5398 9.01%
Iran 50468 3160 6.26%
United Kingdom 34173 2926 8.56%
Switzerland 18827 536 2.85%
Turkey 18135 356 1.96%

Acceleration (>1000 cases now)

The Acceleration of Last 5 Days column is calculated by the average second derivative over the last 5 days / number of cases 5 days ago. It doesn't have much intrinsic meaning but is rather a more comparable/relative measure between countries of how fast new cases are accelerating.

In [14]:
countries = unique(all_country_data.country)
acceleration = []
cases_5_ago = []
cases_now = []
for country in countries
    metric = mean(all_country_data[all_country_data.country .== country, :acceleration_cases][end-4:end])
    metric /= all_country_data[all_country_data.country .== country, :confirmed][end-4]
    if isnan(metric)
        metric = 0
    end
    push!(acceleration, metric)
    push!(cases_5_ago, all_country_data[all_country_data.country .== country, :confirmed][end-4])
    push!(cases_now, all_country_data[all_country_data.country .== country, :confirmed][end])
end
last_5 = rename!(DataFrame([countries, acceleration, cases_now, cases_5_ago]), [:country, :last_5_accel, :cases_now, :cases_5_ago])
last_5[!, :perc_increase] = last_5.cases_now ./ last_5.cases_5_ago .- 1
tmp = sort(last_5[(last_5.cases_5_ago .> 20) .& (last_5.cases_now .> 1000), :], order(:last_5_accel, rev=true))
tmp[!, :perc_increase] = string.(round.(tmp.perc_increase .* 100, digits=2)) .* "%"
rename!(tmp, [:Country, Symbol("Acceleration of Last 5 Days"), Symbol("Cases Now"), Symbol("Cases 5 Days Ago"), Symbol("% Increase in 5 Days")])
tmp[!, Symbol("Acceleration of Last 5 Days")] = string.(round.(tmp[!, Symbol("Acceleration of Last 5 Days")] * 100, digits=2)) .* "%"

Markdown.parse(
    markdown_table(tmp, string.(names(tmp)), df=true)
)
Out[14]:
Country Acceleration of Last 5 Days Cases Now Cases 5 Days Ago % Increase in 5 Days
India 8.69% 2543 1024 148.34%
Russia 7.08% 3548 1534 131.29%
United Arab Emirates 5.16% 1024 570 79.65%
Brazil 3.39% 8044 4256 89.0%
Canada 2.64% 11284 6280 79.68%
Pakistan 2.27% 2421 1597 51.6%
Ecuador 1.94% 3163 1924 64.4%
United Kingdom 1.76% 34173 19780 72.77%
Turkey 1.63% 18135 9217 96.76%
Poland 1.54% 2946 1862 58.22%
US 1.46% 243453 140886 72.8%
Sweden 1.31% 5568 3700 50.49%
Romania 1.3% 2738 1815 50.85%
Peru 1.29% 1414 852 65.96%
Saudi Arabia 1.02% 1885 1299 45.11%
South Africa 1.02% 1462 1280 14.22%
Japan 0.99% 2495 1866 33.71%
Denmark 0.91% 3573 2564 39.35%
Israel 0.85% 6857 4247 61.46%
Ireland 0.83% 3849 2615 47.19%
Colombia 0.77% 1161 702 65.38%
Mexico 0.73% 1378 848 62.5%
Philippines 0.71% 2633 1418 85.68%
Chile 0.69% 3404 2139 59.14%
Greece 0.59% 1544 1156 33.56%
Panama 0.53% 1317 901 46.17%
Iceland 0.51% 1319 1020 29.31%
Malaysia 0.4% 3116 2470 26.15%
Norway 0.11% 5147 4284 20.14%
Spain 0.11% 112065 80110 39.89%
Indonesia 0.06% 1790 1285 39.3%
Germany 0.03% 84794 62095 36.56%
China -0.01% 82432 82122 0.38%
Czechia -0.01% 3858 2817 36.95%
Thailand -0.07% 1875 1388 35.09%
Iran -0.1% 50468 38309 31.74%
Korea, South -0.12% 9976 9583 4.1%
Switzerland -0.12% 18827 14829 26.96%
Netherlands -0.15% 14788 10930 35.3%
Italy -0.27% 115242 97689 17.97%
Portugal -0.4% 9034 5962 51.53%
Austria -0.45% 11129 8788 26.64%
Singapore -0.5% 1049 844 24.29%
Argentina -0.59% 1133 745 52.08%
Luxembourg -0.59% 2487 1950 27.54%
Croatia -0.65% 1011 713 41.8%
Belgium -0.86% 15348 10836 41.64%
Finland -0.87% 1518 1240 22.42%
Dominican Republic -0.98% 1380 859 60.65%
Australia -1.22% 5116 3984 28.41%
France -1.24% 59929 40708 47.22%
Serbia -2.46% 1171 741 58.03%

Countries

Days since 100th case and 10th death plotted with Italy for comparison. Only countries with >= 500 confirmed cases show graphs. Derivative plots are 3 days moving average.

Forecasts

  • Forecast numbers and plots are created using Holt's linear trend method with dampening. Important to note is that this is just one of many methods that can forecast the data, and I have not spent a significant amount of time validating it. I may spend more time in the future investigating better forecasting methods.
  • Forecast numbers are given for 10 and 20 days out with the 80% prediction interval. Plots display the point forecast and 80% prediction interval (dark blue shading), and 95% prediction interval (light blue shading).
In [15]:
for coun in all_countries
    data = country_data(coun)
    display(Markdown.parse("## $coun"))
    Markdown.parse("""
- Confirmed cases: **$(format(maximum(data.confirmed), commas=true))**
- Deaths: **$(format(maximum(data.deaths), commas=true))**
- Death Rate: **$(round(maximum(data.deaths) / maximum(data.confirmed) * 100, digits=2))%**
""") |> display
    if maximum(data.confirmed) >= 500 || coun == "Hungary" 
        h = 20
        raw_fc_data = data[data.confirmed .>= 100, :]
        fc_data_cases = r_forecast(raw_fc_data.date, raw_fc_data.confirmed, r_forecast_function = z -> R"holt"(z, h=h, damped=true), time_function=Dates.Day, h=h)[2]
        fc_data_cases = round.(fc_data_cases, digits=0)
        fc_data_deaths = r_forecast(raw_fc_data.date, raw_fc_data.deaths, r_forecast_function = z -> R"holt"(z, h=h, damped=true), time_function=Dates.Day, h=h)[2]
        fc_data_deaths = round.(fc_data_deaths, digits=0)
        _10_days = maximum(data.date) + Dates.Day(10)
        _20_days = maximum(data.date) + Dates.Day(20)
        Markdown.parse("""
**$coun Forecast**
<br>
_By $(_10_days)_
- Confirmed cases: **$(format(fc_data_cases[10, :point_forecast], commas=true))** (+/- **$(format(fc_data_cases[10, :point_forecast] - fc_data_cases[10, :lo_80], commas=true))**)
- Deaths: **$(format(fc_data_deaths[10, :point_forecast], commas=true))** (+/- **$(format(fc_data_deaths[10, :point_forecast] - fc_data_deaths[10, :lo_80], commas=true))**)
_By $(_20_days)_
- Confirmed cases: **$(format(fc_data_cases[20, :point_forecast], commas=true))** (+/- **$(format(fc_data_cases[20, :point_forecast] - fc_data_cases[20, :lo_80], commas=true))**)
- Deaths: **$(format(fc_data_deaths[20, :point_forecast], commas=true))** (+/- **$(format(fc_data_deaths[20, :point_forecast] - fc_data_deaths[20, :lo_80], commas=true))**)
""") |> display
        display(individual_country(coun))
    end
end

Afghanistan

  • Confirmed cases: 273
  • Deaths: 6
  • Death Rate: 2.2%

Albania

  • Confirmed cases: 277
  • Deaths: 16
  • Death Rate: 5.78%

Algeria

  • Confirmed cases: 986
  • Deaths: 86
  • Death Rate: 8.72%

Algeria Forecast
By 2020-04-13

  • Confirmed cases: 2,231 (+/- 669)
  • Deaths: 337 (+/- 144)

By 2020-04-23

  • Confirmed cases: 3,249 (+/- 1,702)
  • Deaths: 542 (+/- 365)
2020-02-01 2020-03-01 2020-04-01 0 250 500 750 1000 Algeria Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 Algeria Deaths 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 100 100 Algeria 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 Algeria 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 Algeria 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 0 2 4 6 8 Algeria 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Algeria Days Since 100th Case Algeria Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Algeria Days Since 10th Death Algeria Italy 2020-02-01 2020-03-01 2020-04-01 0 25 50 75 100 125 Algeria New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 20 25 Algeria Deaths Per Day 2020-03-22 2020-03-30 2020-04-07 2020-04-15 2020-04-23 0 1000 2000 3000 4000 5000 6000 Algeria Forecast Cases 2020-03-22 2020-03-30 2020-04-07 2020-04-15 2020-04-23 0 250 500 750 1000 Algeria Forecast Deaths

Andorra

  • Confirmed cases: 428
  • Deaths: 15
  • Death Rate: 3.5%

Angola

  • Confirmed cases: 8
  • Deaths: 2
  • Death Rate: 25.0%

Antigua and Barbuda

  • Confirmed cases: 9
  • Deaths: 0
  • Death Rate: 0.0%

Argentina

  • Confirmed cases: 1,133
  • Deaths: 36
  • Death Rate: 3.18%

Argentina Forecast
By 2020-04-13

  • Confirmed cases: 2,056 (+/- 457)
  • Deaths: 70 (+/- 21)

By 2020-04-23

  • Confirmed cases: 2,777 (+/- 1,146)
  • Deaths: 100 (+/- 55)
2020-02-01 2020-03-01 2020-04-01 0 250 500 750 1000 Argentina Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 Argentina Deaths 2020-02-01 2020-03-01 2020-04-01 0 25 50 75 100 Argentina 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 Argentina 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -20 0 20 40 Argentina 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -0.2 0.0 0.2 0.4 0.6 0.8 1.0 1.0 Argentina 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Argentina Days Since 100th Case Argentina Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Argentina Days Since 10th Death Argentina Italy 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 Argentina New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 2 4 6 8 Argentina Deaths Per Day 2020-03-21 2020-03-30 2020-04-08 2020-04-17 0 1000 2000 3000 4000 Argentina Forecast Cases 2020-03-21 2020-03-30 2020-04-08 2020-04-17 0 50 100 150 Argentina Forecast Deaths

Armenia

  • Confirmed cases: 663
  • Deaths: 7
  • Death Rate: 1.06%

Armenia Forecast
By 2020-04-13

  • Confirmed cases: 1,198 (+/- 248)
  • Deaths: 16 (+/- 5)

By 2020-04-23

  • Confirmed cases: 1,653 (+/- 625)
  • Deaths: 25 (+/- 13)
2020-02-01 2020-03-01 2020-04-01 0 100 200 300 400 500 600 Armenia Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 2 4 6 Armenia Deaths 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 50 60 Armenia 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0.0 0.2 0.4 0.6 0.8 1.0 1.0 Armenia 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -10 0 10 20 Armenia 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -0.2 0.0 0.2 0.4 0.6 0.8 1.0 Armenia 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Armenia Days Since 100th Case Armenia Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Armenia Days Since 10th Death Armenia Italy 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 Armenia New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 Armenia Deaths Per Day 2020-03-19 2020-03-28 2020-04-06 2020-04-15 2020-04-24 500 1000 1500 2000 2500 Armenia Forecast Cases 2020-03-19 2020-03-28 2020-04-06 2020-04-15 2020-04-24 0 10 20 30 40 Armenia Forecast Deaths

Australia

  • Confirmed cases: 5,116
  • Deaths: 24
  • Death Rate: 0.47%

Australia Forecast
By 2020-04-13

  • Confirmed cases: 7,362 (+/- 1,629)
  • Deaths: 41 (+/- 11)

By 2020-04-23

  • Confirmed cases: 9,199 (+/- 4,073)
  • Deaths: 55 (+/- 23)
2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 4000 5000 Australia Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 20 Australia Deaths 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 400 Australia 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0.0 0.5 1.0 1.5 2.0 Australia 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -100 -50 0 50 100 Australia 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -1.0 -0.5 0.0 0.5 1.0 1.5 Australia 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Australia Days Since 100th Case Australia Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Australia Days Since 10th Death Australia Italy 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 400 500 Australia New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 5 Australia Deaths Per Day 2020-03-10 2020-03-21 2020-04-01 2020-04-12 2020-04-23 0 5000 10000 15000 Australia Forecast Cases 2020-03-10 2020-03-21 2020-04-01 2020-04-12 2020-04-23 20 40 60 80 Australia Forecast Deaths

Austria

  • Confirmed cases: 11,129
  • Deaths: 158
  • Death Rate: 1.42%

Austria Forecast
By 2020-04-13

  • Confirmed cases: 15,413 (+/- 2,904)
  • Deaths: 290 (+/- 71)

By 2020-04-23

  • Confirmed cases: 18,848 (+/- 7,354)
  • Deaths: 397 (+/- 175)
2020-02-01 2020-03-01 2020-04-01 0 2500 5000 7500 10000 Austria Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 Austria Deaths 2020-02-01 2020-03-01 2020-04-01 0 200 400 600 800 Austria 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 20 Austria 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -200 -100 0 100 Austria 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -2 0 2 4 Austria 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Austria Days Since 100th Case Austria Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Austria Days Since 10th Death Austria Italy 2020-02-01 2020-03-01 2020-04-01 0 200 400 600 800 1000 1000 Austria New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 20 Austria Deaths Per Day 2020-03-08 2020-03-20 2020-04-01 2020-04-13 0 10000 20000 30000 Austria Forecast Cases 2020-03-08 2020-03-20 2020-04-01 2020-04-13 0 100 200 300 400 500 600 Austria Forecast Deaths

Azerbaijan

  • Confirmed cases: 400
  • Deaths: 5
  • Death Rate: 1.25%

Bahamas

  • Confirmed cases: 24
  • Deaths: 1
  • Death Rate: 4.17%

Bahrain

  • Confirmed cases: 643
  • Deaths: 4
  • Death Rate: 0.62%

Bahrain Forecast
By 2020-04-13

  • Confirmed cases: 864 (+/- 131)
  • Deaths: 4 (+/- 3)

By 2020-04-23

  • Confirmed cases: 1,058 (+/- 265)
  • Deaths: 4 (+/- 4)
2020-02-01 2020-03-01 2020-04-01 0 100 200 300 400 500 600 Bahrain Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 Bahrain Deaths 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 Bahrain 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0.0 0.1 0.2 0.3 0.4 0.5 0.6 Bahrain 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -20 -10 0 10 20 Bahrain 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -0.3 -0.2 -0.1 0.0 0.1 0.2 0.3 Bahrain 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Bahrain Days Since 100th Case Bahrain Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Bahrain Days Since 10th Death Bahrain Italy 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 Bahrain New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0.00 0.25 0.50 0.75 1.00 Bahrain Deaths Per Day 2020-03-10 2020-03-21 2020-04-01 2020-04-12 2020-04-23 200 400 600 800 1000 1200 1400 Bahrain Forecast Cases 2020-03-10 2020-03-21 2020-04-01 2020-04-12 2020-04-23 -2 0 2 4 6 8 10 Bahrain Forecast Deaths

Bangladesh

  • Confirmed cases: 56
  • Deaths: 6
  • Death Rate: 10.71%

Barbados

  • Confirmed cases: 46
  • Deaths: 0
  • Death Rate: 0.0%

Belarus

  • Confirmed cases: 304
  • Deaths: 4
  • Death Rate: 1.32%

Belgium

  • Confirmed cases: 15,348
  • Deaths: 1,011
  • Death Rate: 6.59%

Belgium Forecast
By 2020-04-13

  • Confirmed cases: 27,505 (+/- 6,189)
  • Deaths: 2,554 (+/- 478)

By 2020-04-23

  • Confirmed cases: 37,438 (+/- 15,598)
  • Deaths: 3,821 (+/- 1,214)
2020-02-01 2020-03-01 2020-04-01 0 5000 10000 15000 Belgium Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 250 500 750 1000 Belgium Deaths 2020-02-01 2020-03-01 2020-04-01 0 500 1000 1500 Belgium 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 Belgium 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -200 0 200 400 Belgium 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 Belgium 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Belgium Days Since 100th Case Belgium Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Belgium Days Since 10th Death Belgium Italy 2020-02-01 2020-03-01 2020-04-01 0 500 1000 1500 Belgium New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 Belgium Deaths Per Day 2020-03-06 2020-03-18 2020-03-30 2020-04-11 2020-04-23 0 10000 20000 30000 40000 50000 60000 Belgium Forecast Cases 2020-03-06 2020-03-18 2020-03-30 2020-04-11 2020-04-23 0 1000 2000 3000 4000 5000 Belgium Forecast Deaths

Belize

  • Confirmed cases: 3
  • Deaths: 0
  • Death Rate: 0.0%

Benin

  • Confirmed cases: 13
  • Deaths: 0
  • Death Rate: 0.0%

Bhutan

  • Confirmed cases: 5
  • Deaths: 0
  • Death Rate: 0.0%

Bolivia

  • Confirmed cases: 123
  • Deaths: 8
  • Death Rate: 6.5%

Bosnia and Herzegovina

  • Confirmed cases: 533
  • Deaths: 16
  • Death Rate: 3.0%

Bosnia and Herzegovina Forecast
By 2020-04-13

  • Confirmed cases: 1,091 (+/- 463)
  • Deaths: 28 (+/- 8)

By 2020-04-23

  • Confirmed cases: 1,553 (+/- 1,174)
  • Deaths: 37 (+/- 10)
2020-02-01 2020-03-01 2020-04-01 0 100 200 300 400 500 Bosnia and Herzegovina Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 Bosnia and Herzegovina Deaths 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 50 Bosnia and Herzegovina 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0.0 0.5 1.0 1.5 2.0 2.5 Bosnia and Herzegovina 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -5 0 5 10 15 Bosnia and Herzegovina 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -0.2 0.0 0.2 0.4 0.6 0.8 1.0 Bosnia and Herzegovina 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Bosnia and Herzegovina Days Since 100th Case Bosnia and Herzegovina Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Bosnia and Herzegovina Days Since 10th Death Bosnia and Herzegovina Italy 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 Bosnia and Herzegovina New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 Bosnia and Herzegovina Deaths Per Day 2020-03-23 2020-03-31 2020-04-08 2020-04-16 0 1000 2000 3000 Bosnia and Herzegovina Forecast Cases 2020-03-23 2020-03-31 2020-04-08 2020-04-16 0 10 20 30 40 50 Bosnia and Herzegovina Forecast Deaths

Botswana

  • Confirmed cases: 4
  • Deaths: 1
  • Death Rate: 25.0%

Brazil

  • Confirmed cases: 8,044
  • Deaths: 324
  • Death Rate: 4.03%

Brazil Forecast
By 2020-04-13

  • Confirmed cases: 18,677 (+/- 5,232)
  • Deaths: 1,014 (+/- 249)

By 2020-04-23

  • Confirmed cases: 27,365 (+/- 13,123)
  • Deaths: 1,584 (+/- 634)
2020-02-01 2020-03-01 2020-04-01 0 2000 4000 6000 8000 Brazil Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 Brazil Deaths 2020-02-01 2020-03-01 2020-04-01 0 250 500 750 1000 Brazil 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 50 Brazil 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 Brazil 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 20 Brazil 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Brazil Days Since 100th Case Brazil Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Brazil Days Since 10th Death Brazil Italy 2020-02-01 2020-03-01 2020-04-01 0 250 500 750 1000 Brazil New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 Brazil Deaths Per Day 2020-03-13 2020-03-24 2020-04-04 2020-04-15 0 10000 20000 30000 40000 Brazil Forecast Cases 2020-03-13 2020-03-24 2020-04-04 2020-04-15 0 500 1000 1500 2000 2500 Brazil Forecast Deaths

Brunei

  • Confirmed cases: 133
  • Deaths: 1
  • Death Rate: 0.75%

Bulgaria

  • Confirmed cases: 457
  • Deaths: 10
  • Death Rate: 2.19%

Burkina Faso

  • Confirmed cases: 288
  • Deaths: 16
  • Death Rate: 5.56%

Burma

  • Confirmed cases: 20
  • Deaths: 1
  • Death Rate: 5.0%

Burundi

  • Confirmed cases: 3
  • Deaths: 0
  • Death Rate: 0.0%

Cabo Verde

  • Confirmed cases: 6
  • Deaths: 1
  • Death Rate: 16.67%

Cambodia

  • Confirmed cases: 110
  • Deaths: 0
  • Death Rate: 0.0%

Cameroon

  • Confirmed cases: 306
  • Deaths: 7
  • Death Rate: 2.29%

Canada

  • Confirmed cases: 11,284
  • Deaths: 139
  • Death Rate: 1.23%

Canada Forecast
By 2020-04-13

  • Confirmed cases: 24,813 (+/- 3,878)
  • Deaths: 323 (+/- 68)

By 2020-04-23

  • Confirmed cases: 36,019 (+/- 9,843)
  • Deaths: 477 (+/- 170)
2020-02-01 2020-03-01 2020-04-01 0 2500 5000 7500 10000 Canada Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 25 50 75 100 125 Canada Deaths 2020-02-01 2020-03-01 2020-04-01 0 200 400 600 800 1000 1000 Canada 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 20 Canada 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 Canada 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -2 0 2 4 Canada 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Canada Days Since 100th Case Canada Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Canada Days Since 10th Death Canada Italy 2020-02-01 2020-03-01 2020-04-01 0 500 1000 1500 Canada New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 Canada Deaths Per Day 2020-03-11 2020-03-22 2020-04-02 2020-04-13 2020-04-24 0 10000 20000 30000 40000 50000 Canada Forecast Cases 2020-03-11 2020-03-22 2020-04-02 2020-04-13 2020-04-24 0 200 400 600 Canada Forecast Deaths

Central African Republic

  • Confirmed cases: 3
  • Deaths: 0
  • Death Rate: 0.0%

Chad

  • Confirmed cases: 8
  • Deaths: 0
  • Death Rate: 0.0%

Chile

  • Confirmed cases: 3,404
  • Deaths: 18
  • Death Rate: 0.53%

Chile Forecast
By 2020-04-13

  • Confirmed cases: 6,391 (+/- 1,337)
  • Deaths: 26 (+/- 16)

By 2020-04-23

  • Confirmed cases: 8,839 (+/- 3,266)
  • Deaths: 27 (+/- 29)
2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 Chile Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 Chile Deaths 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 Chile 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 Chile 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -20 0 20 40 Chile 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 0.00 0.25 0.50 0.75 1.00 Chile 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Chile Days Since 100th Case Chile Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Chile Days Since 10th Death Chile Italy 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 Chile New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 Chile Deaths Per Day 2020-03-16 2020-03-26 2020-04-05 2020-04-15 0 2500 5000 7500 10000 12500 Chile Forecast Cases 2020-03-16 2020-03-26 2020-04-05 2020-04-15 0 20 40 60 Chile Forecast Deaths

China

  • Confirmed cases: 82,432
  • Deaths: 3,322
  • Death Rate: 4.03%

China Forecast
By 2020-04-13

  • Confirmed cases: 83,015 (+/- 15,975)
  • Deaths: 3,365 (+/- 322)

By 2020-04-23

  • Confirmed cases: 83,383 (+/- 32,468)
  • Deaths: 3,401 (+/- 782)
2020-02-01 2020-03-01 2020-04-01 0 20000 40000 60000 80000 China Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 China Deaths 2020-02-01 2020-03-01 2020-04-01 0 2000 4000 6000 8000 China 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 China 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -4000 -2000 0 2000 4000 China 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -40 -20 0 20 40 China 2nd Derivative (deaths acceleration) 0 20 40 60 0 25000 50000 75000 100000 China Days Since 100th Case China Italy 0 20 40 60 0 2500 5000 7500 10000 12500 China Days Since 10th Death China Italy 2020-02-01 2020-03-01 2020-04-01 0 5000 10000 15000 China New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 250 China Deaths Per Day 2020-02-01 2020-03-01 2020-04-01 0 20000 40000 60000 80000 100000 100000 China Forecast Cases 2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 4000 China Forecast Deaths

Colombia

  • Confirmed cases: 1,161
  • Deaths: 19
  • Death Rate: 1.64%

Colombia Forecast
By 2020-04-13

  • Confirmed cases: 2,134 (+/- 532)
  • Deaths: 38 (+/- 15)

By 2020-04-23

  • Confirmed cases: 2,929 (+/- 1,250)
  • Deaths: 53 (+/- 34)
2020-02-01 2020-03-01 2020-04-01 0 250 500 750 1000 Colombia Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 Colombia Deaths 2020-02-01 2020-03-01 2020-04-01 0 25 50 75 100 Colombia 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 Colombia 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -10 0 10 20 Colombia 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -1.0 -0.5 0.0 0.5 1.0 Colombia 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Colombia Days Since 100th Case Colombia Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Colombia Days Since 10th Death Colombia Italy 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 Colombia New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 Colombia Deaths Per Day 2020-03-19 2020-03-28 2020-04-06 2020-04-15 2020-04-24 0 1000 2000 3000 4000 Colombia Forecast Cases 2020-03-19 2020-03-28 2020-04-06 2020-04-15 2020-04-24 0 25 50 75 100 Colombia Forecast Deaths

Congo (Brazzaville)

  • Confirmed cases: 22
  • Deaths: 2
  • Death Rate: 9.09%

Congo (Kinshasa)

  • Confirmed cases: 134
  • Deaths: 13
  • Death Rate: 9.7%

Costa Rica

  • Confirmed cases: 396
  • Deaths: 2
  • Death Rate: 0.51%

Cote d'Ivoire

  • Confirmed cases: 194
  • Deaths: 1
  • Death Rate: 0.52%

Croatia

  • Confirmed cases: 1,011
  • Deaths: 7
  • Death Rate: 0.69%

Croatia Forecast
By 2020-04-13

  • Confirmed cases: 1,692 (+/- 206)
  • Deaths: 10 (+/- 3)

By 2020-04-23

  • Confirmed cases: 2,241 (+/- 522)
  • Deaths: 13 (+/- 5)
2020-02-01 2020-03-01 2020-04-01 0 250 500 750 1000 Croatia Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 2 4 6 Croatia Deaths 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 Croatia 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0.0 0.2 0.4 0.6 0.8 1.0 1.0 Croatia 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -10 0 10 20 Croatia 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -0.50 -0.25 0.00 0.25 0.50 Croatia 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Croatia Days Since 100th Case Croatia Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Croatia Days Since 10th Death Croatia Italy 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 Croatia New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0.0 0.5 1.0 1.5 2.0 Croatia Deaths Per Day 2020-03-19 2020-03-28 2020-04-06 2020-04-15 2020-04-24 500 1000 1500 2000 2500 3000 Croatia Forecast Cases 2020-03-19 2020-03-28 2020-04-06 2020-04-15 2020-04-24 5 10 15 20 Croatia Forecast Deaths

Cuba

  • Confirmed cases: 233
  • Deaths: 6
  • Death Rate: 2.58%

Cyprus

  • Confirmed cases: 356
  • Deaths: 10
  • Death Rate: 2.81%

Czechia

  • Confirmed cases: 3,858
  • Deaths: 44
  • Death Rate: 1.14%

Czechia Forecast
By 2020-04-13

  • Confirmed cases: 6,340 (+/- 1,580)
  • Deaths: 84 (+/- 36)

By 2020-04-23

  • Confirmed cases: 7,887 (+/- 3,673)
  • Deaths: 110 (+/- 85)
2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 Czechia Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 Czechia Deaths 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 Czechia 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 2 4 6 Czechia 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -50 -25 0 25 50 Czechia 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -0.5 0.0 0.5 1.0 1.5 2.0 Czechia 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Czechia Days Since 100th Case Czechia Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Czechia Days Since 10th Death Czechia Italy 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 Czechia New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 2 4 6 8 Czechia Deaths Per Day 2020-03-13 2020-03-24 2020-04-04 2020-04-15 0 2000 4000 6000 8000 10000 10000 Czechia Forecast Cases 2020-03-13 2020-03-24 2020-04-04 2020-04-15 0 50 100 150 200 Czechia Forecast Deaths

Denmark

  • Confirmed cases: 3,573
  • Deaths: 123
  • Death Rate: 3.44%

Denmark Forecast
By 2020-04-13

  • Confirmed cases: 5,909 (+/- 981)
  • Deaths: 260 (+/- 46)

By 2020-04-23

  • Confirmed cases: 7,817 (+/- 2,352)
  • Deaths: 378 (+/- 118)
2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 Denmark Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 100 100 Denmark Deaths 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 250 Denmark 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 Denmark 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -50 -25 0 25 50 Denmark 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -2 -1 0 1 2 3 4 Denmark 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Denmark Days Since 100th Case Denmark Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Denmark Days Since 10th Death Denmark Italy 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 250 Denmark New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 Denmark Deaths Per Day 2020-03-10 2020-03-21 2020-04-01 2020-04-12 2020-04-23 0 2500 5000 7500 10000 Denmark Forecast Cases 2020-03-10 2020-03-21 2020-04-01 2020-04-12 2020-04-23 0 100 200 300 400 500 Denmark Forecast Deaths

Diamond Princess

  • Confirmed cases: 712
  • Deaths: 11
  • Death Rate: 1.54%

Diamond Princess Forecast
By 2020-04-13

  • Confirmed cases: 712 (+/- 158)
  • Deaths: 12 (+/- 2)

By 2020-04-23

  • Confirmed cases: 712 (+/- 256)
  • Deaths: 13 (+/- 3)
2020-02-01 2020-03-01 2020-04-01 0 200 400 600 Diamond Princess Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0.0 2.5 5.0 7.5 10.0 Diamond Princess Deaths 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 Diamond Princess 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0.00 0.25 0.50 0.75 1.00 Diamond Princess 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -30 -20 -10 0 10 20 Diamond Princess 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -0.50 -0.25 0.00 0.25 0.50 Diamond Princess 2nd Derivative (deaths acceleration) 0 10 20 30 40 50 0 25000 50000 75000 100000 Diamond Princess Days Since 100th Case Diamond Princess Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Diamond Princess Days Since 10th Death Diamond Princess Italy 2020-02-01 2020-03-01 2020-04-01 0 25 50 75 100 Diamond Princess New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0.0 0.5 1.0 1.5 2.0 Diamond Princess Deaths Per Day 2020-03-01 2020-04-01 200 400 600 800 1000 Diamond Princess Forecast Cases 2020-03-01 2020-04-01 0 5 10 15 Diamond Princess Forecast Deaths

Djibouti

  • Confirmed cases: 40
  • Deaths: 0
  • Death Rate: 0.0%

Dominica

  • Confirmed cases: 12
  • Deaths: 0
  • Death Rate: 0.0%

Dominican Republic

  • Confirmed cases: 1,380
  • Deaths: 60
  • Death Rate: 4.35%

Dominican Republic Forecast
By 2020-04-13

  • Confirmed cases: 2,735 (+/- 619)
  • Deaths: 101 (+/- 22)

By 2020-04-23

  • Confirmed cases: 3,788 (+/- 1,543)
  • Deaths: 134 (+/- 30)
2020-02-01 2020-03-01 2020-04-01 0 250 500 750 1000 1250 Dominican Republic Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 50 60 Dominican Republic Deaths 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 Dominican Republic 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 2 4 6 8 Dominican Republic 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -10 0 10 20 Dominican Republic 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -2 -1 0 1 2 3 Dominican Republic 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Dominican Republic Days Since 100th Case Dominican Republic Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Dominican Republic Days Since 10th Death Dominican Republic Italy 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 Dominican Republic New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0.0 2.5 5.0 7.5 10.0 Dominican Republic Deaths Per Day 2020-03-22 2020-03-30 2020-04-07 2020-04-15 2020-04-23 0 1000 2000 3000 4000 5000 6000 Dominican Republic Forecast Cases 2020-03-22 2020-03-30 2020-04-07 2020-04-15 2020-04-23 0 50 100 150 Dominican Republic Forecast Deaths

Ecuador

  • Confirmed cases: 3,163
  • Deaths: 120
  • Death Rate: 3.79%

Ecuador Forecast
By 2020-04-13

  • Confirmed cases: 6,293 (+/- 2,996)
  • Deaths: 357 (+/- 142)

By 2020-04-23

  • Confirmed cases: 8,128 (+/- 6,888)
  • Deaths: 552 (+/- 361)
2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 Ecuador Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 25 50 75 100 Ecuador Deaths 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 400 Ecuador 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 20 Ecuador 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -50 0 50 100 Ecuador 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -2.5 0.0 2.5 5.0 7.5 Ecuador 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Ecuador Days Since 100th Case Ecuador Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Ecuador Days Since 10th Death Ecuador Italy 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 400 500 Ecuador New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 20 25 Ecuador Deaths Per Day 2020-03-18 2020-03-27 2020-04-05 2020-04-14 2020-04-23 0 5000 10000 15000 Ecuador Forecast Cases 2020-03-18 2020-03-27 2020-04-05 2020-04-14 2020-04-23 0 250 500 750 1000 Ecuador Forecast Deaths

Egypt

  • Confirmed cases: 865
  • Deaths: 58
  • Death Rate: 6.71%

Egypt Forecast
By 2020-04-13

  • Confirmed cases: 1,608 (+/- 327)
  • Deaths: 103 (+/- 25)

By 2020-04-23

  • Confirmed cases: 2,225 (+/- 831)
  • Deaths: 139 (+/- 56)
2020-02-01 2020-03-01 2020-04-01 0 200 400 600 800 Egypt Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 50 Egypt Deaths 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 Egypt 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 5 Egypt 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -10 -5 0 5 10 Egypt 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -1.5 -1.0 -0.5 0.0 0.5 1.0 1.5 Egypt 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Egypt Days Since 100th Case Egypt Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Egypt Days Since 10th Death Egypt Italy 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 Egypt New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 5 6 Egypt Deaths Per Day 2020-03-14 2020-03-24 2020-04-03 2020-04-13 2020-04-23 500 1000 1500 2000 2500 3000 3500 Egypt Forecast Cases 2020-03-14 2020-03-24 2020-04-03 2020-04-13 2020-04-23 0 50 100 150 200 Egypt Forecast Deaths

El Salvador

  • Confirmed cases: 41
  • Deaths: 2
  • Death Rate: 4.88%

Equatorial Guinea

  • Confirmed cases: 15
  • Deaths: 0
  • Death Rate: 0.0%

Eritrea

  • Confirmed cases: 22
  • Deaths: 0
  • Death Rate: 0.0%

Estonia

  • Confirmed cases: 858
  • Deaths: 11
  • Death Rate: 1.28%

Estonia Forecast
By 2020-04-13

  • Confirmed cases: 1,265 (+/- 298)
  • Deaths: 37 (+/- 15)

By 2020-04-23

  • Confirmed cases: 1,583 (+/- 642)
  • Deaths: 61 (+/- 38)
2020-02-01 2020-03-01 2020-04-01 0 200 400 600 800 Estonia Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0.0 2.5 5.0 7.5 10.0 Estonia Deaths 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 Estonia 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0.0 0.5 1.0 1.5 2.0 2.5 Estonia 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -30 -20 -10 0 10 20 30 Estonia 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 0.0 0.5 1.0 1.5 2.0 Estonia 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Estonia Days Since 100th Case Estonia Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Estonia Days Since 10th Death Estonia Italy 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 100 100 Estonia New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 5 6 Estonia Deaths Per Day 2020-03-14 2020-03-24 2020-04-03 2020-04-13 2020-04-23 500 1000 1500 2000 2500 Estonia Forecast Cases 2020-03-14 2020-03-24 2020-04-03 2020-04-13 2020-04-23 0 25 50 75 100 Estonia Forecast Deaths

Eswatini

  • Confirmed cases: 9
  • Deaths: 0
  • Death Rate: 0.0%

Ethiopia

  • Confirmed cases: 29
  • Deaths: 0
  • Death Rate: 0.0%

Fiji

  • Confirmed cases: 7
  • Deaths: 0
  • Death Rate: 0.0%

Finland

  • Confirmed cases: 1,518
  • Deaths: 19
  • Death Rate: 1.25%

Finland Forecast
By 2020-04-13

  • Confirmed cases: 1,935 (+/- 436)
  • Deaths: 32 (+/- 13)

By 2020-04-23

  • Confirmed cases: 2,250 (+/- 1,067)
  • Deaths: 41 (+/- 30)
2020-02-01 2020-03-01 2020-04-01 0 500 1000 1500 Finland Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 Finland Deaths 2020-02-01 2020-03-01 2020-04-01 0 25 50 75 100 Finland 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0.0 0.5 1.0 1.5 2.0 2.5 Finland 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -20 -10 0 10 20 30 Finland 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -0.50 -0.25 0.00 0.25 0.50 Finland 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Finland Days Since 100th Case Finland Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Finland Days Since 10th Death Finland Italy 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 100 100 Finland New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 Finland Deaths Per Day 2020-03-13 2020-03-24 2020-04-04 2020-04-15 500 1000 1500 2000 2500 3000 3500 Finland Forecast Cases 2020-03-13 2020-03-24 2020-04-04 2020-04-15 0 20 40 60 80 Finland Forecast Deaths

France

  • Confirmed cases: 59,929
  • Deaths: 5,398
  • Death Rate: 9.01%

France Forecast
By 2020-04-13

  • Confirmed cases: 105,424 (+/- 11,101)
  • Deaths: 16,644 (+/- 3,521)

By 2020-04-23

  • Confirmed cases: 141,348 (+/- 28,028)
  • Deaths: 25,909 (+/- 8,947)
2020-02-01 2020-03-01 2020-04-01 0 10000 20000 30000 40000 50000 60000 France Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 4000 5000 France Deaths 2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 4000 5000 France 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 200 400 600 800 France 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -500 0 500 1000 France 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 France 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 France Days Since 100th Case France Italy 0 10 20 30 0 2500 5000 7500 10000 12500 France Days Since 10th Death France Italy 2020-02-01 2020-03-01 2020-04-01 0 2000 4000 6000 France New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 200 400 600 800 1000 1000 France Deaths Per Day 2020-02-29 2020-03-14 2020-03-28 2020-04-11 0 50000 100000 150000 France Forecast Cases 2020-02-29 2020-03-14 2020-03-28 2020-04-11 0 10000 20000 30000 40000 France Forecast Deaths

Gabon

  • Confirmed cases: 21
  • Deaths: 1
  • Death Rate: 4.76%

Gambia

  • Confirmed cases: 4
  • Deaths: 1
  • Death Rate: 25.0%

Georgia

  • Confirmed cases: 134
  • Deaths: 0
  • Death Rate: 0.0%

Germany

  • Confirmed cases: 84,794
  • Deaths: 1,107
  • Death Rate: 1.31%

Germany Forecast
By 2020-04-13

  • Confirmed cases: 146,114 (+/- 21,946)
  • Deaths: 2,783 (+/- 305)

By 2020-04-23

  • Confirmed cases: 196,216 (+/- 55,469)
  • Deaths: 4,153 (+/- 777)
2020-02-01 2020-03-01 2020-04-01 0 20000 40000 60000 80000 Germany Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 250 500 750 1000 Germany Deaths 2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 4000 5000 6000 Germany 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 Germany 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -500 0 500 1000 Germany 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 20 25 Germany 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Germany Days Since 100th Case Germany Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Germany Days Since 10th Death Germany Italy 2020-02-01 2020-03-01 2020-04-01 0 2000 4000 6000 Germany New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 Germany Deaths Per Day 2020-03-01 2020-03-15 2020-03-29 2020-04-12 0 50000 100000 150000 200000 250000 Germany Forecast Cases 2020-03-01 2020-03-15 2020-03-29 2020-04-12 0 1000 2000 3000 4000 5000 Germany Forecast Deaths

Ghana

  • Confirmed cases: 204
  • Deaths: 5
  • Death Rate: 2.45%

Greece

  • Confirmed cases: 1,544
  • Deaths: 53
  • Death Rate: 3.43%

Greece Forecast
By 2020-04-13

  • Confirmed cases: 2,532 (+/- 387)
  • Deaths: 82 (+/- 22)

By 2020-04-23

  • Confirmed cases: 3,352 (+/- 954)
  • Deaths: 106 (+/- 50)
2020-02-01 2020-03-01 2020-04-01 0 500 1000 1500 Greece Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 50 Greece Deaths 2020-02-01 2020-03-01 2020-04-01 0 25 50 75 100 Greece 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 5 Greece 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -30 -20 -10 0 10 20 30 Greece 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -1 0 1 2 Greece 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Greece Days Since 100th Case Greece Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Greece Days Since 10th Death Greece Italy 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 100 100 Greece New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 2 4 6 Greece Deaths Per Day 2020-03-13 2020-03-24 2020-04-04 2020-04-15 1000 2000 3000 4000 Greece Forecast Cases 2020-03-13 2020-03-24 2020-04-04 2020-04-15 0 50 100 150 Greece Forecast Deaths

Grenada

  • Confirmed cases: 10
  • Deaths: 0
  • Death Rate: 0.0%

Guatemala

  • Confirmed cases: 47
  • Deaths: 1
  • Death Rate: 2.13%

Guinea

  • Confirmed cases: 52
  • Deaths: 0
  • Death Rate: 0.0%

Guinea-Bissau

  • Confirmed cases: 9
  • Deaths: 0
  • Death Rate: 0.0%

Guyana

  • Confirmed cases: 20
  • Deaths: 4
  • Death Rate: 20.0%

Haiti

  • Confirmed cases: 16
  • Deaths: 0
  • Death Rate: 0.0%

Holy See

  • Confirmed cases: 7
  • Deaths: 0
  • Death Rate: 0.0%

Honduras

  • Confirmed cases: 219
  • Deaths: 14
  • Death Rate: 6.39%

Hungary

  • Confirmed cases: 585
  • Deaths: 21
  • Death Rate: 3.59%

Hungary Forecast
By 2020-04-13

  • Confirmed cases: 926 (+/- 226)
  • Deaths: 30 (+/- 5)

By 2020-04-23

  • Confirmed cases: 1,108 (+/- 503)
  • Deaths: 37 (+/- 8)
2020-02-01 2020-03-01 2020-04-01 0 100 200 300 400 500 600 Hungary Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 20 Hungary Deaths 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 50 Hungary 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0.0 0.5 1.0 1.5 2.0 Hungary 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -10 -5 0 5 10 Hungary 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -0.50 -0.25 0.00 0.25 0.50 Hungary 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Hungary Days Since 100th Case Hungary Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Hungary Days Since 10th Death Hungary Italy 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 50 60 Hungary New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 Hungary Deaths Per Day 2020-03-22 2020-03-30 2020-04-07 2020-04-15 2020-04-23 250 500 750 1000 1250 1500 1750 Hungary Forecast Cases 2020-03-22 2020-03-30 2020-04-07 2020-04-15 2020-04-23 10 20 30 40 Hungary Forecast Deaths

Iceland

  • Confirmed cases: 1,319
  • Deaths: 5
  • Death Rate: 0.38%

Iceland Forecast
By 2020-04-13

  • Confirmed cases: 2,040 (+/- 358)
  • Deaths: 3 (+/- 2)

By 2020-04-23

  • Confirmed cases: 2,629 (+/- 837)
  • Deaths: 3 (+/- 1)
2020-02-01 2020-03-01 2020-04-01 0 200 400 600 800 1000 1000 Iceland Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 5 Iceland Deaths 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 Iceland 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 -1.0 -0.5 0.0 0.5 1.0 1.5 Iceland 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -20 -10 0 10 20 Iceland 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -1.5 -1.0 -0.5 0.0 0.5 1.0 1.5 Iceland 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Iceland Days Since 100th Case Iceland Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Iceland Days Since 10th Death Iceland Italy 2020-02-01 2020-03-01 2020-04-01 0 25 50 75 100 Iceland New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 -4 -2 0 2 4 Iceland Deaths Per Day 2020-03-12 2020-03-23 2020-04-03 2020-04-14 0 1000 2000 3000 4000 Iceland Forecast Cases 2020-03-12 2020-03-23 2020-04-03 2020-04-14 0 1 2 3 4 5 Iceland Forecast Deaths

India

  • Confirmed cases: 2,543
  • Deaths: 72
  • Death Rate: 2.83%

India Forecast
By 2020-04-13

  • Confirmed cases: 7,888 (+/- 2,589)
  • Deaths: 239 (+/- 93)

By 2020-04-23

  • Confirmed cases: 12,266 (+/- 6,576)
  • Deaths: 374 (+/- 234)
2020-02-01 2020-03-01 2020-04-01 0 500 1000 1500 2000 2500 India Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 India Deaths 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 400 India 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 2 4 6 8 10 10 India 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 India 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 0 2 4 6 India 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 India Days Since 100th Case India Italy 0 10 20 30 0 2500 5000 7500 10000 12500 India Days Since 10th Death India Italy 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 400 500 600 India New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 20 India Deaths Per Day 2020-03-14 2020-03-24 2020-04-03 2020-04-13 2020-04-23 0 5000 10000 15000 20000 India Forecast Cases 2020-03-14 2020-03-24 2020-04-03 2020-04-13 2020-04-23 0 200 400 600 India Forecast Deaths

Indonesia

  • Confirmed cases: 1,790
  • Deaths: 170
  • Death Rate: 9.5%

Indonesia Forecast
By 2020-04-13

  • Confirmed cases: 2,910 (+/- 454)
  • Deaths: 299 (+/- 63)

By 2020-04-23

  • Confirmed cases: 3,823 (+/- 1,114)
  • Deaths: 404 (+/- 146)
2020-02-01 2020-03-01 2020-04-01 0 500 1000 1500 Indonesia Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 Indonesia Deaths 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 100 100 Indonesia 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 Indonesia 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -5 0 5 10 15 20 Indonesia 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -2 0 2 4 6 Indonesia 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Indonesia Days Since 100th Case Indonesia Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Indonesia Days Since 10th Death Indonesia Italy 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 Indonesia New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 20 Indonesia Deaths Per Day 2020-03-15 2020-03-25 2020-04-04 2020-04-14 2020-04-24 0 1000 2000 3000 4000 5000 Indonesia Forecast Cases 2020-03-15 2020-03-25 2020-04-04 2020-04-14 2020-04-24 0 100 200 300 400 500 600 Indonesia Forecast Deaths

Iran

  • Confirmed cases: 50,468
  • Deaths: 3,160
  • Death Rate: 6.26%

Iran Forecast
By 2020-04-13

  • Confirmed cases: 76,238 (+/- 7,866)
  • Deaths: 4,271 (+/- 303)

By 2020-04-23

  • Confirmed cases: 97,293 (+/- 19,991)
  • Deaths: 5,180 (+/- 772)
2020-02-01 2020-03-01 2020-04-01 0 10000 20000 30000 40000 50000 Iran Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 Iran Deaths 2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 Iran 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 Iran 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -200 -100 0 100 200 300 400 Iran 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -10 -5 0 5 10 15 Iran 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Iran Days Since 100th Case Iran Italy 0 10 20 30 40 0 2500 5000 7500 10000 12500 Iran Days Since 10th Death Iran Italy 2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 Iran New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 Iran Deaths Per Day 2020-02-26 2020-03-12 2020-03-27 2020-04-11 0 20000 40000 60000 80000 100000 100000 Iran Forecast Cases 2020-02-26 2020-03-12 2020-03-27 2020-04-11 0 1000 2000 3000 4000 5000 6000 Iran Forecast Deaths

Iraq

  • Confirmed cases: 772
  • Deaths: 54
  • Death Rate: 6.99%

Iraq Forecast
By 2020-04-13

  • Confirmed cases: 1,184 (+/- 250)
  • Deaths: 76 (+/- 19)

By 2020-04-23

  • Confirmed cases: 1,520 (+/- 591)
  • Deaths: 94 (+/- 43)
2020-02-01 2020-03-01 2020-04-01 0 200 400 600 Iraq Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 50 Iraq Deaths 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 50 60 Iraq 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 Iraq 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -10 -5 0 5 10 15 Iraq 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -2 -1 0 1 Iraq 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Iraq Days Since 100th Case Iraq Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Iraq Days Since 10th Death Iraq Italy 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 Iraq New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 2 4 6 Iraq Deaths Per Day 2020-03-13 2020-03-24 2020-04-04 2020-04-15 500 1000 1500 2000 Iraq Forecast Cases 2020-03-13 2020-03-24 2020-04-04 2020-04-15 30 60 90 120 150 Iraq Forecast Deaths

Ireland

  • Confirmed cases: 3,849
  • Deaths: 98
  • Death Rate: 2.55%

Ireland Forecast
By 2020-04-13

  • Confirmed cases: 6,627 (+/- 1,240)
  • Deaths: 228 (+/- 51)

By 2020-04-23

  • Confirmed cases: 8,911 (+/- 2,943)
  • Deaths: 334 (+/- 128)
2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 Ireland Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 25 50 75 100 Ireland Deaths 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 Ireland 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 Ireland 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -40 -20 0 20 40 60 Ireland 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 Ireland 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Ireland Days Since 100th Case Ireland Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Ireland Days Since 10th Death Ireland Italy 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 400 Ireland New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 Ireland Deaths Per Day 2020-03-14 2020-03-24 2020-04-03 2020-04-13 2020-04-23 0 2000 4000 6000 8000 10000 10000 Ireland Forecast Cases 2020-03-14 2020-03-24 2020-04-03 2020-04-13 2020-04-23 0 100 200 300 400 500 Ireland Forecast Deaths

Israel

  • Confirmed cases: 6,857
  • Deaths: 36
  • Death Rate: 0.53%

Israel Forecast
By 2020-04-13

  • Confirmed cases: 13,350 (+/- 2,982)
  • Deaths: 123 (+/- 40)

By 2020-04-23

  • Confirmed cases: 18,704 (+/- 7,310)
  • Deaths: 195 (+/- 101)
2020-02-01 2020-03-01 2020-04-01 0 2000 4000 6000 Israel Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 Israel Deaths 2020-02-01 2020-03-01 2020-04-01 0 200 400 600 Israel 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 5 6 Israel 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -100 0 100 200 300 Israel 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -1 0 1 2 3 Israel 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Israel Days Since 100th Case Israel Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Israel Days Since 10th Death Israel Italy 2020-02-01 2020-03-01 2020-04-01 0 250 500 750 1000 Israel New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0.0 2.5 5.0 7.5 10.0 Israel Deaths Per Day 2020-03-12 2020-03-23 2020-04-03 2020-04-14 0 10000 20000 30000 Israel Forecast Cases 2020-03-12 2020-03-23 2020-04-03 2020-04-14 0 100 200 300 Israel Forecast Deaths

Italy

  • Confirmed cases: 115,242
  • Deaths: 13,915
  • Death Rate: 12.07%

Italy Forecast
By 2020-04-13

  • Confirmed cases: 156,869 (+/- 17,407)
  • Deaths: 20,589 (+/- 1,801)

By 2020-04-23

  • Confirmed cases: 190,916 (+/- 43,402)
  • Deaths: 26,043 (+/- 4,573)
2020-02-01 2020-03-01 2020-04-01 0 25000 50000 75000 100000 Italy Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 2500 5000 7500 10000 12500 Italy Deaths 2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 4000 5000 6000 Italy 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 200 400 600 800 Italy 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -500 0 500 1000 Italy 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -25 0 25 50 75 100 125 Italy 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Italy Days Since 100th Case Italy Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Italy Days Since 10th Death Italy Italy 2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 4000 5000 6000 Italy New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 200 400 600 800 Italy Deaths Per Day 2020-03-01 2020-04-01 0 50000 100000 150000 200000 250000 Italy Forecast Cases 2020-03-01 2020-04-01 0 10000 20000 30000 Italy Forecast Deaths

Jamaica

  • Confirmed cases: 47
  • Deaths: 3
  • Death Rate: 6.38%

Japan

  • Confirmed cases: 2,495
  • Deaths: 62
  • Death Rate: 2.48%

Japan Forecast
By 2020-04-13

  • Confirmed cases: 4,507 (+/- 728)
  • Deaths: 80 (+/- 12)

By 2020-04-23

  • Confirmed cases: 6,151 (+/- 1,722)
  • Deaths: 95 (+/- 24)
2020-02-01 2020-03-01 2020-04-01 0 500 1000 1500 2000 2500 Japan Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 50 60 Japan Deaths 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 Japan 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 Japan 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -30 0 30 60 90 Japan 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -1 0 1 2 Japan 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Japan Days Since 100th Case Japan Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Japan Days Since 10th Death Japan Italy 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 Japan New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 5 6 Japan Deaths Per Day 2020-03-01 2020-04-01 0 2000 4000 6000 8000 Japan Forecast Cases 2020-03-01 2020-04-01 0 20 40 60 80 100 100 Japan Forecast Deaths

Jordan

  • Confirmed cases: 299
  • Deaths: 5
  • Death Rate: 1.67%

Kazakhstan

  • Confirmed cases: 435
  • Deaths: 3
  • Death Rate: 0.69%

Kenya

  • Confirmed cases: 110
  • Deaths: 3
  • Death Rate: 2.73%

Korea, South

  • Confirmed cases: 9,976
  • Deaths: 169
  • Death Rate: 1.69%

Korea, South Forecast
By 2020-04-13

  • Confirmed cases: 10,687 (+/- 2,131)
  • Deaths: 206 (+/- 21)

By 2020-04-23

  • Confirmed cases: 11,124 (+/- 4,957)
  • Deaths: 235 (+/- 50)
2020-02-01 2020-03-01 2020-04-01 0 2500 5000 7500 10000 Korea, South Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 Korea, South Deaths 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 400 500 600 Korea, South 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 2 4 6 Korea, South 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -100 -50 0 50 100 150 Korea, South 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -3 -2 -1 0 1 2 3 Korea, South 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Korea, South Days Since 100th Case Korea, South Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Korea, South Days Since 10th Death Korea, South Italy 2020-02-01 2020-03-01 2020-04-01 0 200 400 600 800 Korea, South New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0.0 2.5 5.0 7.5 10.0 Korea, South Deaths Per Day 2020-03-01 2020-04-01 0 5000 10000 15000 Korea, South Forecast Cases 2020-03-01 2020-04-01 0 100 200 300 Korea, South Forecast Deaths

Kosovo

  • Confirmed cases: 125
  • Deaths: 1
  • Death Rate: 0.8%

Kuwait

  • Confirmed cases: 342
  • Deaths: 0
  • Death Rate: 0.0%

Kyrgyzstan

  • Confirmed cases: 116
  • Deaths: 0
  • Death Rate: 0.0%

Laos

  • Confirmed cases: 10
  • Deaths: 0
  • Death Rate: 0.0%

Latvia

  • Confirmed cases: 458
  • Deaths: 0
  • Death Rate: 0.0%

Lebanon

  • Confirmed cases: 494
  • Deaths: 16
  • Death Rate: 3.24%

Liberia

  • Confirmed cases: 6
  • Deaths: 0
  • Death Rate: 0.0%

Libya

  • Confirmed cases: 11
  • Deaths: 1
  • Death Rate: 9.09%

Liechtenstein

  • Confirmed cases: 75
  • Deaths: 0
  • Death Rate: 0.0%

Lithuania

  • Confirmed cases: 649
  • Deaths: 9
  • Death Rate: 1.39%

Lithuania Forecast
By 2020-04-13

  • Confirmed cases: 1,088 (+/- 129)
  • Deaths: 16 (+/- 1)

By 2020-04-23

  • Confirmed cases: 1,459 (+/- 325)
  • Deaths: 21 (+/- 1)
2020-02-01 2020-03-01 2020-04-01 0 100 200 300 400 500 600 Lithuania Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 2 4 6 8 Lithuania Deaths 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 50 Lithuania 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0.00 0.25 0.50 0.75 1.00 Lithuania 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -10 -5 0 5 10 15 Lithuania 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -0.2 0.0 0.2 0.4 0.6 Lithuania 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Lithuania Days Since 100th Case Lithuania Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Lithuania Days Since 10th Death Lithuania Italy 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 Lithuania New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0.0 0.5 1.0 1.5 2.0 Lithuania Deaths Per Day 2020-03-23 2020-03-31 2020-04-08 2020-04-16 500 1000 1500 2000 Lithuania Forecast Cases 2020-03-23 2020-03-31 2020-04-08 2020-04-16 5 10 15 20 Lithuania Forecast Deaths

Luxembourg

  • Confirmed cases: 2,487
  • Deaths: 30
  • Death Rate: 1.21%

Luxembourg Forecast
By 2020-04-13

  • Confirmed cases: 3,581 (+/- 258)
  • Deaths: 50 (+/- 19)

By 2020-04-23

  • Confirmed cases: 4,485 (+/- 407)
  • Deaths: 66 (+/- 40)
2020-02-01 2020-03-01 2020-04-01 0 500 1000 1500 2000 2500 Luxembourg Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 Luxembourg Deaths 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 Luxembourg 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 Luxembourg 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -40 -20 0 20 40 Luxembourg 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -1 0 1 2 Luxembourg 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Luxembourg Days Since 100th Case Luxembourg Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Luxembourg Days Since 10th Death Luxembourg Italy 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 Luxembourg New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 5 6 Luxembourg Deaths Per Day 2020-03-17 2020-03-27 2020-04-06 2020-04-16 0 1000 2000 3000 4000 5000 Luxembourg Forecast Cases 2020-03-17 2020-03-27 2020-04-06 2020-04-16 0 20 40 60 80 100 100 Luxembourg Forecast Deaths

MS Zaandam

  • Confirmed cases: 9
  • Deaths: 2
  • Death Rate: 22.22%

Madagascar

  • Confirmed cases: 59
  • Deaths: 0
  • Death Rate: 0.0%

Malawi

  • Confirmed cases: 3
  • Deaths: 0
  • Death Rate: 0.0%

Malaysia

  • Confirmed cases: 3,116
  • Deaths: 50
  • Death Rate: 1.6%

Malaysia Forecast
By 2020-04-13

  • Confirmed cases: 4,576 (+/- 693)
  • Deaths: 85 (+/- 20)

By 2020-04-23

  • Confirmed cases: 5,768 (+/- 1,576)
  • Deaths: 115 (+/- 48)
2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 Malaysia Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 50 Malaysia Deaths 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 Malaysia 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 5 Malaysia 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -20 0 20 40 60 Malaysia 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -2 -1 0 1 2 Malaysia 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Malaysia Days Since 100th Case Malaysia Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Malaysia Days Since 10th Death Malaysia Italy 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 Malaysia New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 2 4 6 8 Malaysia Deaths Per Day 2020-03-09 2020-03-21 2020-04-02 2020-04-14 0 2000 4000 6000 8000 Malaysia Forecast Cases 2020-03-09 2020-03-21 2020-04-02 2020-04-14 0 50 100 150 Malaysia Forecast Deaths

Maldives

  • Confirmed cases: 19
  • Deaths: 0
  • Death Rate: 0.0%

Mali

  • Confirmed cases: 36
  • Deaths: 3
  • Death Rate: 8.33%

Malta

  • Confirmed cases: 196
  • Deaths: 0
  • Death Rate: 0.0%

Mauritania

  • Confirmed cases: 6
  • Deaths: 1
  • Death Rate: 16.67%

Mauritius

  • Confirmed cases: 169
  • Deaths: 7
  • Death Rate: 4.14%

Mexico

  • Confirmed cases: 1,378
  • Deaths: 37
  • Death Rate: 2.69%

Mexico Forecast
By 2020-04-13

  • Confirmed cases: 2,839 (+/- 821)
  • Deaths: 85 (+/- 28)

By 2020-04-23

  • Confirmed cases: 4,033 (+/- 2,088)
  • Deaths: 124 (+/- 71)
2020-02-01 2020-03-01 2020-04-01 0 250 500 750 1000 1250 Mexico Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 Mexico Deaths 2020-02-01 2020-03-01 2020-04-01 0 25 50 75 100 125 Mexico 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 5 Mexico 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -10 0 10 20 30 Mexico 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -1.0 -0.5 0.0 0.5 1.0 Mexico 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Mexico Days Since 100th Case Mexico Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Mexico Days Since 10th Death Mexico Italy 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 Mexico New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 2 4 6 8 Mexico Deaths Per Day 2020-03-19 2020-03-28 2020-04-06 2020-04-15 2020-04-24 0 2000 4000 6000 Mexico Forecast Cases 2020-03-19 2020-03-28 2020-04-06 2020-04-15 2020-04-24 0 50 100 150 200 Mexico Forecast Deaths

Moldova

  • Confirmed cases: 505
  • Deaths: 6
  • Death Rate: 1.19%

Moldova Forecast
By 2020-04-13

  • Confirmed cases: 1,240 (+/- 362)
  • Deaths: 9 (+/- 4)

By 2020-04-23

  • Confirmed cases: 1,841 (+/- 920)
  • Deaths: 11 (+/- 5)
2020-02-01 2020-03-01 2020-04-01 0 100 200 300 400 500 Moldova Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 5 6 Moldova Deaths 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 Moldova 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0.0 0.2 0.4 0.6 0.8 1.0 1.0 Moldova 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 Moldova 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -0.2 0.0 0.2 0.4 0.6 Moldova 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Moldova Days Since 100th Case Moldova Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Moldova Days Since 10th Death Moldova Italy 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 Moldova New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0.0 0.5 1.0 1.5 2.0 Moldova Deaths Per Day 2020-03-24 2020-04-01 2020-04-09 2020-04-17 500 1000 1500 2000 2500 3000 Moldova Forecast Cases 2020-03-24 2020-04-01 2020-04-09 2020-04-17 2.5 5.0 7.5 10.0 12.5 15.0 17.5 Moldova Forecast Deaths

Monaco

  • Confirmed cases: 60
  • Deaths: 1
  • Death Rate: 1.67%

Mongolia

  • Confirmed cases: 14
  • Deaths: 0
  • Death Rate: 0.0%

Montenegro

  • Confirmed cases: 144
  • Deaths: 2
  • Death Rate: 1.39%

Morocco

  • Confirmed cases: 708
  • Deaths: 44
  • Death Rate: 6.21%

Morocco Forecast
By 2020-04-13

  • Confirmed cases: 1,151 (+/- 112)
  • Deaths: 75 (+/- 5)

By 2020-04-23

  • Confirmed cases: 1,513 (+/- 158)
  • Deaths: 101 (+/- 5)
2020-02-01 2020-03-01 2020-04-01 0 200 400 600 Morocco Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 Morocco Deaths 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 Morocco 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 5 6 Morocco 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -10 -5 0 5 10 15 Morocco 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -1 0 1 2 3 Morocco 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Morocco Days Since 100th Case Morocco Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Morocco Days Since 10th Death Morocco Italy 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 Morocco New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0.0 2.5 5.0 7.5 10.0 Morocco Deaths Per Day 2020-03-23 2020-03-31 2020-04-08 2020-04-16 250 500 750 1000 1250 1500 1750 Morocco Forecast Cases 2020-03-23 2020-03-31 2020-04-08 2020-04-16 20 40 60 80 100 Morocco Forecast Deaths

Mozambique

  • Confirmed cases: 10
  • Deaths: 0
  • Death Rate: 0.0%

Namibia

  • Confirmed cases: 14
  • Deaths: 0
  • Death Rate: 0.0%

Nepal

  • Confirmed cases: 6
  • Deaths: 0
  • Death Rate: 0.0%

Netherlands

  • Confirmed cases: 14,788
  • Deaths: 1,341
  • Death Rate: 9.07%

Netherlands Forecast
By 2020-04-13

  • Confirmed cases: 24,590 (+/- 3,216)
  • Deaths: 2,789 (+/- 341)

By 2020-04-23

  • Confirmed cases: 32,601 (+/- 8,175)
  • Deaths: 3,977 (+/- 868)
2020-02-01 2020-03-01 2020-04-01 0 5000 10000 15000 Netherlands Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 200 400 600 800 1000 1000 Netherlands Deaths 2020-02-01 2020-03-01 2020-04-01 0 250 500 750 1000 Netherlands 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 Netherlands 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -100 -50 0 50 100 150 Netherlands 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -5 0 5 10 15 20 25 Netherlands 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Netherlands Days Since 100th Case Netherlands Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Netherlands Days Since 10th Death Netherlands Italy 2020-02-01 2020-03-01 2020-04-01 0 250 500 750 1000 Netherlands New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 Netherlands Deaths Per Day 2020-03-06 2020-03-18 2020-03-30 2020-04-11 2020-04-23 0 10000 20000 30000 40000 Netherlands Forecast Cases 2020-03-06 2020-03-18 2020-03-30 2020-04-11 2020-04-23 0 1000 2000 3000 4000 5000 Netherlands Forecast Deaths

New Zealand

  • Confirmed cases: 797
  • Deaths: 1
  • Death Rate: 0.13%

New Zealand Forecast
By 2020-04-13

  • Confirmed cases: 1,304 (+/- 121)
  • Deaths: 2 (+/- 0)

By 2020-04-23

  • Confirmed cases: 1,725 (+/- 169)
  • Deaths: 3 (+/- 1)
2020-02-01 2020-03-01 2020-04-01 0 200 400 600 800 New Zealand Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0.00 0.25 0.50 0.75 1.00 New Zealand Deaths 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 New Zealand 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0.0 0.1 0.2 0.3 New Zealand 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -5 0 5 10 15 20 25 New Zealand 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -0.3 -0.2 -0.1 0.0 0.1 0.2 0.3 New Zealand 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 New Zealand Days Since 100th Case New Zealand Italy 0 10 20 30 0 2500 5000 7500 10000 12500 New Zealand Days Since 10th Death New Zealand Italy 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 New Zealand New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0.00 0.25 0.50 0.75 1.00 New Zealand Deaths Per Day 2020-03-23 2020-03-31 2020-04-08 2020-04-16 500 1000 1500 2000 New Zealand Forecast Cases 2020-03-23 2020-03-31 2020-04-08 2020-04-16 0 1 2 3 New Zealand Forecast Deaths

Nicaragua

  • Confirmed cases: 5
  • Deaths: 1
  • Death Rate: 20.0%

Niger

  • Confirmed cases: 98
  • Deaths: 5
  • Death Rate: 5.1%

Nigeria

  • Confirmed cases: 184
  • Deaths: 2
  • Death Rate: 1.09%

North Macedonia

  • Confirmed cases: 384
  • Deaths: 11
  • Death Rate: 2.86%

Norway

  • Confirmed cases: 5,147
  • Deaths: 50
  • Death Rate: 0.97%

Norway Forecast
By 2020-04-13

  • Confirmed cases: 7,258 (+/- 980)
  • Deaths: 102 (+/- 22)

By 2020-04-23

  • Confirmed cases: 8,982 (+/- 2,234)
  • Deaths: 145 (+/- 54)
2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 4000 5000 Norway Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 50 Norway Deaths 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 Norway 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 5 6 Norway 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -60 -40 -20 0 20 40 60 Norway 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -1.0 -0.5 0.0 0.5 1.0 Norway 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Norway Days Since 100th Case Norway Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Norway Days Since 10th Death Norway Italy 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 Norway New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 2 4 6 Norway Deaths Per Day 2020-03-06 2020-03-18 2020-03-30 2020-04-11 2020-04-23 0 2000 4000 6000 8000 10000 10000 Norway Forecast Cases 2020-03-06 2020-03-18 2020-03-30 2020-04-11 2020-04-23 0 50 100 150 200 Norway Forecast Deaths

Oman

  • Confirmed cases: 231
  • Deaths: 1
  • Death Rate: 0.43%

Pakistan

  • Confirmed cases: 2,421
  • Deaths: 34
  • Death Rate: 1.4%

Pakistan Forecast
By 2020-04-13

  • Confirmed cases: 4,694 (+/- 1,008)
  • Deaths: 77 (+/- 26)

By 2020-04-23

  • Confirmed cases: 6,581 (+/- 2,506)
  • Deaths: 112 (+/- 66)
2020-02-01 2020-03-01 2020-04-01 0 500 1000 1500 2000 Pakistan Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 Pakistan Deaths 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 Pakistan 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 Pakistan 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -25 0 25 50 Pakistan 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 0.0 0.5 1.0 1.5 Pakistan 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Pakistan Days Since 100th Case Pakistan Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Pakistan Days Since 10th Death Pakistan Italy 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 Pakistan New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 2 4 6 Pakistan Deaths Per Day 2020-03-16 2020-03-26 2020-04-05 2020-04-15 0 2500 5000 7500 10000 Pakistan Forecast Cases 2020-03-16 2020-03-26 2020-04-05 2020-04-15 0 50 100 150 200 Pakistan Forecast Deaths

Panama

  • Confirmed cases: 1,317
  • Deaths: 32
  • Death Rate: 2.43%

Panama Forecast
By 2020-04-13

  • Confirmed cases: 2,191 (+/- 525)
  • Deaths: 36 (+/- 32)

By 2020-04-23

  • Confirmed cases: 2,908 (+/- 1,207)
  • Deaths: 36 (+/- 55)
2020-02-01 2020-03-01 2020-04-01 0 200 400 600 800 1000 1000 Panama Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 Panama Deaths 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 100 100 Panama 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 5 Panama 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -40 -20 0 20 40 Panama 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -1 0 1 2 Panama 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Panama Days Since 100th Case Panama Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Panama Days Since 10th Death Panama Italy 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 Panama New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 2 4 6 Panama Deaths Per Day 2020-03-19 2020-03-28 2020-04-06 2020-04-15 2020-04-24 0 1000 2000 3000 4000 Panama Forecast Cases 2020-03-19 2020-03-28 2020-04-06 2020-04-15 2020-04-24 -50 0 50 100 Panama Forecast Deaths

Papua New Guinea

  • Confirmed cases: 1
  • Deaths: 0
  • Death Rate: 0.0%

Paraguay

  • Confirmed cases: 77
  • Deaths: 3
  • Death Rate: 3.9%

Peru

  • Confirmed cases: 1,414
  • Deaths: 55
  • Death Rate: 3.89%

Peru Forecast
By 2020-04-13

  • Confirmed cases: 3,008 (+/- 669)
  • Deaths: 198 (+/- 77)

By 2020-04-23

  • Confirmed cases: 4,299 (+/- 1,692)
  • Deaths: 315 (+/- 194)
2020-02-01 2020-03-01 2020-04-01 0 250 500 750 1000 1250 Peru Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 50 Peru Deaths 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 Peru 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0.0 2.5 5.0 7.5 10.0 Peru 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -20 -10 0 10 20 Peru 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -1 0 1 2 3 Peru 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Peru Days Since 100th Case Peru Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Peru Days Since 10th Death Peru Italy 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 250 Peru New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 Peru Deaths Per Day 2020-03-17 2020-03-27 2020-04-06 2020-04-16 0 2000 4000 6000 Peru Forecast Cases 2020-03-17 2020-03-27 2020-04-06 2020-04-16 0 100 200 300 400 500 600 Peru Forecast Deaths

Philippines

  • Confirmed cases: 2,633
  • Deaths: 107
  • Death Rate: 4.06%

Philippines Forecast
By 2020-04-13

  • Confirmed cases: 5,469 (+/- 1,533)
  • Deaths: 185 (+/- 36)

By 2020-04-23

  • Confirmed cases: 7,770 (+/- 3,888)
  • Deaths: 250 (+/- 91)
2020-02-01 2020-03-01 2020-04-01 0 500 1000 1500 2000 2500 Philippines Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 25 50 75 100 Philippines Deaths 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 Philippines 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0.0 2.5 5.0 7.5 10.0 Philippines 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -25 0 25 50 75 Philippines 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -2 -1 0 1 2 3 Philippines 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Philippines Days Since 100th Case Philippines Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Philippines Days Since 10th Death Philippines Italy 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 400 500 Philippines New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 3 6 9 12 Philippines Deaths Per Day 2020-03-14 2020-03-24 2020-04-03 2020-04-13 2020-04-23 0 2500 5000 7500 10000 12500 Philippines Forecast Cases 2020-03-14 2020-03-24 2020-04-03 2020-04-13 2020-04-23 0 100 200 300 Philippines Forecast Deaths

Poland

  • Confirmed cases: 2,946
  • Deaths: 57
  • Death Rate: 1.93%

Poland Forecast
By 2020-04-13

  • Confirmed cases: 6,109 (+/- 1,078)
  • Deaths: 168 (+/- 52)

By 2020-04-23

  • Confirmed cases: 8,727 (+/- 2,738)
  • Deaths: 260 (+/- 131)
2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 Poland Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 50 Poland Deaths 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 Poland 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 2 4 6 8 Poland 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 50 60 Poland 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 Poland 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Poland Days Since 100th Case Poland Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Poland Days Since 10th Death Poland Italy 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 400 Poland New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0.0 2.5 5.0 7.5 10.0 12.5 Poland Deaths Per Day 2020-03-14 2020-03-24 2020-04-03 2020-04-13 2020-04-23 0 2000 4000 6000 8000 10000 10000 Poland Forecast Cases 2020-03-14 2020-03-24 2020-04-03 2020-04-13 2020-04-23 0 100 200 300 400 Poland Forecast Deaths

Portugal

  • Confirmed cases: 9,034
  • Deaths: 209
  • Death Rate: 2.31%

Portugal Forecast
By 2020-04-13

  • Confirmed cases: 16,563 (+/- 3,028)
  • Deaths: 424 (+/- 74)

By 2020-04-23

  • Confirmed cases: 22,714 (+/- 7,683)
  • Deaths: 599 (+/- 187)
2020-02-01 2020-03-01 2020-04-01 0 2000 4000 6000 8000 Portugal Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 Portugal Deaths 2020-02-01 2020-03-01 2020-04-01 0 200 400 600 800 Portugal 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 20 Portugal 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -50 0 50 100 Portugal 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -1 0 1 2 3 4 Portugal 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Portugal Days Since 100th Case Portugal Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Portugal Days Since 10th Death Portugal Italy 2020-02-01 2020-03-01 2020-04-01 0 250 500 750 1000 Portugal New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 20 25 Portugal Deaths Per Day 2020-03-13 2020-03-24 2020-04-04 2020-04-15 0 10000 20000 30000 Portugal Forecast Cases 2020-03-13 2020-03-24 2020-04-04 2020-04-15 0 200 400 600 800 Portugal Forecast Deaths

Qatar

  • Confirmed cases: 949
  • Deaths: 3
  • Death Rate: 0.32%

Qatar Forecast
By 2020-04-13

  • Confirmed cases: 1,812 (+/- 432)
  • Deaths: 8 (+/- 3)

By 2020-04-23

  • Confirmed cases: 2,527 (+/- 1,099)
  • Deaths: 12 (+/- 6)
2020-02-01 2020-03-01 2020-04-01 0 200 400 600 800 Qatar Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 Qatar Deaths 2020-02-01 2020-03-01 2020-04-01 0 25 50 75 100 Qatar 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0.0 0.1 0.2 0.3 0.4 0.5 0.6 Qatar 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -60 -30 0 30 60 Qatar 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 0.0 0.1 0.2 0.3 Qatar 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Qatar Days Since 100th Case Qatar Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Qatar Days Since 10th Death Qatar Italy 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 Qatar New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0.00 0.25 0.50 0.75 1.00 Qatar Deaths Per Day 2020-03-11 2020-03-22 2020-04-02 2020-04-13 2020-04-24 1000 2000 3000 4000 Qatar Forecast Cases 2020-03-11 2020-03-22 2020-04-02 2020-04-13 2020-04-24 0 5 10 15 20 Qatar Forecast Deaths

Romania

  • Confirmed cases: 2,738
  • Deaths: 115
  • Death Rate: 4.2%

Romania Forecast
By 2020-04-13

  • Confirmed cases: 4,866 (+/- 1,146)
  • Deaths: 276 (+/- 76)

By 2020-04-23

  • Confirmed cases: 6,611 (+/- 2,754)
  • Deaths: 409 (+/- 193)
2020-02-01 2020-03-01 2020-04-01 0 500 1000 1500 2000 2500 Romania Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 25 50 75 100 Romania Deaths 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 250 Romania 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 Romania 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -30 0 30 60 Romania 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 5 6 Romania 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Romania Days Since 100th Case Romania Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Romania Days Since 10th Death Romania Italy 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 Romania New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 20 Romania Deaths Per Day 2020-03-14 2020-03-24 2020-04-03 2020-04-13 2020-04-23 0 2500 5000 7500 10000 Romania Forecast Cases 2020-03-14 2020-03-24 2020-04-03 2020-04-13 2020-04-23 0 200 400 600 Romania Forecast Deaths

Russia

  • Confirmed cases: 3,548
  • Deaths: 30
  • Death Rate: 0.85%

Russia Forecast
By 2020-04-13

  • Confirmed cases: 9,980 (+/- 2,372)
  • Deaths: 93 (+/- 39)

By 2020-04-23

  • Confirmed cases: 15,275 (+/- 6,024)
  • Deaths: 144 (+/- 98)
2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 Russia Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 Russia Deaths 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 400 500 Russia 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 2 4 6 Russia 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 Russia 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -0.5 0.0 0.5 1.0 1.5 2.0 2.5 Russia 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Russia Days Since 100th Case Russia Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Russia Days Since 10th Death Russia Italy 2020-02-01 2020-03-01 2020-04-01 0 200 400 600 Russia New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 2 4 6 8 Russia Deaths Per Day 2020-03-17 2020-03-27 2020-04-06 2020-04-16 0 5000 10000 15000 20000 25000 Russia Forecast Cases 2020-03-17 2020-03-27 2020-04-06 2020-04-16 0 100 200 300 Russia Forecast Deaths

Rwanda

  • Confirmed cases: 84
  • Deaths: 0
  • Death Rate: 0.0%

Saint Kitts and Nevis

  • Confirmed cases: 9
  • Deaths: 0
  • Death Rate: 0.0%

Saint Lucia

  • Confirmed cases: 13
  • Deaths: 0
  • Death Rate: 0.0%

Saint Vincent and the Grenadines

  • Confirmed cases: 2
  • Deaths: 0
  • Death Rate: 0.0%

San Marino

  • Confirmed cases: 245
  • Deaths: 30
  • Death Rate: 12.24%

Saudi Arabia

  • Confirmed cases: 1,885
  • Deaths: 21
  • Death Rate: 1.11%

Saudi Arabia Forecast
By 2020-04-13

  • Confirmed cases: 2,984 (+/- 796)
  • Deaths: 70 (+/- 23)

By 2020-04-23

  • Confirmed cases: 3,502 (+/- 1,724)
  • Deaths: 111 (+/- 58)
2020-02-01 2020-03-01 2020-04-01 0 500 1000 1500 Saudi Arabia Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 20 Saudi Arabia Deaths 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 Saudi Arabia 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 Saudi Arabia 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -40 -20 0 20 40 Saudi Arabia 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 0.0 0.5 1.0 1.5 Saudi Arabia 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Saudi Arabia Days Since 100th Case Saudi Arabia Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Saudi Arabia Days Since 10th Death Saudi Arabia Italy 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 Saudi Arabia New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 5 6 Saudi Arabia Deaths Per Day 2020-03-14 2020-03-24 2020-04-03 2020-04-13 2020-04-23 0 1000 2000 3000 4000 5000 6000 Saudi Arabia Forecast Cases 2020-03-14 2020-03-24 2020-04-03 2020-04-13 2020-04-23 0 50 100 150 200 Saudi Arabia Forecast Deaths

Senegal

  • Confirmed cases: 195
  • Deaths: 1
  • Death Rate: 0.51%

Serbia

  • Confirmed cases: 1,171
  • Deaths: 31
  • Death Rate: 2.65%

Serbia Forecast
By 2020-04-13

  • Confirmed cases: 2,269 (+/- 608)
  • Deaths: 84 (+/- 40)

By 2020-04-23

  • Confirmed cases: 3,176 (+/- 1,498)
  • Deaths: 127 (+/- 100)
2020-02-01 2020-03-01 2020-04-01 0 250 500 750 1000 Serbia Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 Serbia Deaths 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 100 100 Serbia 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 5 Serbia 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -20 0 20 40 Serbia 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -3 -2 -1 0 1 2 3 Serbia 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Serbia Days Since 100th Case Serbia Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Serbia Days Since 10th Death Serbia Italy 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 Serbia New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 -2.5 0.0 2.5 5.0 7.5 10.0 Serbia Deaths Per Day 2020-03-19 2020-03-28 2020-04-06 2020-04-15 2020-04-24 0 1000 2000 3000 4000 5000 Serbia Forecast Cases 2020-03-19 2020-03-28 2020-04-06 2020-04-15 2020-04-24 0 50 100 150 200 250 Serbia Forecast Deaths

Seychelles

  • Confirmed cases: 10
  • Deaths: 0
  • Death Rate: 0.0%

Sierra Leone

  • Confirmed cases: 2
  • Deaths: 0
  • Death Rate: 0.0%

Singapore

  • Confirmed cases: 1,049
  • Deaths: 4
  • Death Rate: 0.38%

Singapore Forecast
By 2020-04-13

  • Confirmed cases: 1,550 (+/- 184)
  • Deaths: 4 (+/- 2)

By 2020-04-23

  • Confirmed cases: 1,958 (+/- 446)
  • Deaths: 5 (+/- 4)
2020-02-01 2020-03-01 2020-04-01 0 250 500 750 1000 Singapore Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 Singapore Deaths 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 50 60 Singapore 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0.0 0.1 0.2 0.3 0.4 0.5 0.6 Singapore 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -5 0 5 10 15 Singapore 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -0.50 -0.25 0.00 0.25 0.50 Singapore 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Singapore Days Since 100th Case Singapore Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Singapore Days Since 10th Death Singapore Italy 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 Singapore New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0.0 0.5 1.0 1.5 2.0 Singapore Deaths Per Day 2020-02-29 2020-03-14 2020-03-28 2020-04-11 500 1000 1500 2000 2500 Singapore Forecast Cases 2020-02-29 2020-03-14 2020-03-28 2020-04-11 0.0 2.5 5.0 7.5 10.0 Singapore Forecast Deaths

Slovakia

  • Confirmed cases: 426
  • Deaths: 1
  • Death Rate: 0.23%

Slovenia

  • Confirmed cases: 897
  • Deaths: 17
  • Death Rate: 1.9%

Slovenia Forecast
By 2020-04-13

  • Confirmed cases: 1,292 (+/- 184)
  • Deaths: 32 (+/- 10)

By 2020-04-23

  • Confirmed cases: 1,615 (+/- 413)
  • Deaths: 44 (+/- 24)
2020-02-01 2020-03-01 2020-04-01 0 200 400 600 800 Slovenia Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 Slovenia Deaths 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 50 Slovenia 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0.0 0.5 1.0 1.5 2.0 Slovenia 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -15 -10 -5 0 5 10 Slovenia 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -1.0 -0.5 0.0 0.5 1.0 Slovenia 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Slovenia Days Since 100th Case Slovenia Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Slovenia Days Since 10th Death Slovenia Italy 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 Slovenia New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 Slovenia Deaths Per Day 2020-03-13 2020-03-24 2020-04-04 2020-04-15 500 1000 1500 2000 Slovenia Forecast Cases 2020-03-13 2020-03-24 2020-04-04 2020-04-15 0 20 40 60 80 Slovenia Forecast Deaths

Somalia

  • Confirmed cases: 5
  • Deaths: 0
  • Death Rate: 0.0%

South Africa

  • Confirmed cases: 1,462
  • Deaths: 5
  • Death Rate: 0.34%

South Africa Forecast
By 2020-04-13

  • Confirmed cases: 2,138 (+/- 381)
  • Deaths: 6 (+/- 6)

By 2020-04-23

  • Confirmed cases: 2,645 (+/- 540)
  • Deaths: 6 (+/- 10)
2020-02-01 2020-03-01 2020-04-01 0 500 1000 1500 South Africa Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 5 South Africa Deaths 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 South Africa 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0.0 0.2 0.4 0.6 0.8 1.0 1.0 South Africa 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -50 -25 0 25 South Africa 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -0.2 0.0 0.2 0.4 0.6 South Africa 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 South Africa Days Since 100th Case South Africa Italy 0 10 20 30 0 2500 5000 7500 10000 12500 South Africa Days Since 10th Death South Africa Italy 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 250 South Africa New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0.0 0.5 1.0 1.5 2.0 South Africa Deaths Per Day 2020-03-18 2020-03-27 2020-04-05 2020-04-14 2020-04-23 500 1000 1500 2000 2500 3000 3500 South Africa Forecast Cases 2020-03-18 2020-03-27 2020-04-05 2020-04-14 2020-04-23 -10 0 10 20 South Africa Forecast Deaths

Spain

  • Confirmed cases: 112,065
  • Deaths: 10,348
  • Death Rate: 9.23%

Spain Forecast
By 2020-04-13

  • Confirmed cases: 184,753 (+/- 22,749)
  • Deaths: 18,938 (+/- 1,857)

By 2020-04-23

  • Confirmed cases: 244,144 (+/- 57,761)
  • Deaths: 25,976 (+/- 4,716)
2020-02-01 2020-03-01 2020-04-01 0 25000 50000 75000 100000 Spain Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 2500 5000 7500 10000 Spain Deaths 2020-02-01 2020-03-01 2020-04-01 0 2000 4000 6000 8000 Spain 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 200 400 600 800 Spain 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -500 0 500 1000 1500 2000 Spain 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 Spain 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Spain Days Since 100th Case Spain Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Spain Days Since 10th Death Spain Italy 2020-02-01 2020-03-01 2020-04-01 0 2000 4000 6000 8000 Spain New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 200 400 600 800 Spain Deaths Per Day 2020-03-02 2020-03-16 2020-03-30 2020-04-13 0 100000 200000 300000 Spain Forecast Cases 2020-03-02 2020-03-16 2020-03-30 2020-04-13 0 10000 20000 30000 Spain Forecast Deaths

Sri Lanka

  • Confirmed cases: 151
  • Deaths: 4
  • Death Rate: 2.65%

Sudan

  • Confirmed cases: 8
  • Deaths: 2
  • Death Rate: 25.0%

Suriname

  • Confirmed cases: 10
  • Deaths: 0
  • Death Rate: 0.0%

Sweden

  • Confirmed cases: 5,568
  • Deaths: 308
  • Death Rate: 5.53%

Sweden Forecast
By 2020-04-13

  • Confirmed cases: 11,112 (+/- 1,797)
  • Deaths: 932 (+/- 251)

By 2020-04-23

  • Confirmed cases: 15,655 (+/- 4,566)
  • Deaths: 1,442 (+/- 638)
2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 4000 5000 Sweden Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 Sweden Deaths 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 400 500 Sweden 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 50 Sweden 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -30 0 30 60 90 Sweden 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -5 0 5 10 15 Sweden 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Sweden Days Since 100th Case Sweden Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Sweden Days Since 10th Death Sweden Italy 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 400 500 600 Sweden New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 Sweden Deaths Per Day 2020-03-06 2020-03-18 2020-03-30 2020-04-11 2020-04-23 0 5000 10000 15000 20000 Sweden Forecast Cases 2020-03-06 2020-03-18 2020-03-30 2020-04-11 2020-04-23 0 500 1000 1500 2000 Sweden Forecast Deaths

Switzerland

  • Confirmed cases: 18,827
  • Deaths: 536
  • Death Rate: 2.85%

Switzerland Forecast
By 2020-04-13

  • Confirmed cases: 28,439 (+/- 4,837)
  • Deaths: 985 (+/- 211)

By 2020-04-23

  • Confirmed cases: 36,320 (+/- 12,110)
  • Deaths: 1,352 (+/- 526)
2020-02-01 2020-03-01 2020-04-01 0 5000 10000 15000 Switzerland Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 400 500 Switzerland Deaths 2020-02-01 2020-03-01 2020-04-01 0 250 500 750 1000 Switzerland 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 50 60 Switzerland 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -100 0 100 200 300 Switzerland 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -5 0 5 10 Switzerland 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Switzerland Days Since 100th Case Switzerland Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Switzerland Days Since 10th Death Switzerland Italy 2020-02-01 2020-03-01 2020-04-01 0 200 400 600 800 1000 1000 Switzerland New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 Switzerland Deaths Per Day 2020-03-05 2020-03-18 2020-03-31 2020-04-13 0 10000 20000 30000 40000 50000 Switzerland Forecast Cases 2020-03-05 2020-03-18 2020-03-31 2020-04-13 0 500 1000 1500 2000 Switzerland Forecast Deaths

Syria

  • Confirmed cases: 16
  • Deaths: 2
  • Death Rate: 12.5%

Taiwan*

  • Confirmed cases: 339
  • Deaths: 5
  • Death Rate: 1.47%

Tanzania

  • Confirmed cases: 20
  • Deaths: 1
  • Death Rate: 5.0%

Thailand

  • Confirmed cases: 1,875
  • Deaths: 15
  • Death Rate: 0.8%

Thailand Forecast
By 2020-04-13

  • Confirmed cases: 2,883 (+/- 601)
  • Deaths: 35 (+/- 12)

By 2020-04-23

  • Confirmed cases: 3,707 (+/- 1,391)
  • Deaths: 51 (+/- 27)
2020-02-01 2020-03-01 2020-04-01 0 500 1000 1500 Thailand Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 Thailand Deaths 2020-02-01 2020-03-01 2020-04-01 0 25 50 75 100 125 Thailand 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0.0 0.5 1.0 1.5 2.0 Thailand 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -20 -10 0 10 20 30 40 Thailand 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -0.5 0.0 0.5 1.0 Thailand 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Thailand Days Since 100th Case Thailand Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Thailand Days Since 10th Death Thailand Italy 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 Thailand New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 Thailand Deaths Per Day 2020-03-15 2020-03-25 2020-04-04 2020-04-14 2020-04-24 0 1000 2000 3000 4000 5000 6000 Thailand Forecast Cases 2020-03-15 2020-03-25 2020-04-04 2020-04-14 2020-04-24 0 20 40 60 80 Thailand Forecast Deaths

Timor-Leste

  • Confirmed cases: 1
  • Deaths: 0
  • Death Rate: 0.0%

Togo

  • Confirmed cases: 39
  • Deaths: 2
  • Death Rate: 5.13%

Trinidad and Tobago

  • Confirmed cases: 94
  • Deaths: 5
  • Death Rate: 5.32%

Tunisia

  • Confirmed cases: 455
  • Deaths: 14
  • Death Rate: 3.08%

Turkey

  • Confirmed cases: 18,135
  • Deaths: 356
  • Death Rate: 1.96%

Turkey Forecast
By 2020-04-13

  • Confirmed cases: 39,566 (+/- 13,284)
  • Deaths: 1,064 (+/- 341)

By 2020-04-23

  • Confirmed cases: 57,092 (+/- 33,291)
  • Deaths: 1,643 (+/- 867)
2020-02-01 2020-03-01 2020-04-01 0 5000 10000 15000 Turkey Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 Turkey Deaths 2020-02-01 2020-03-01 2020-04-01 0 500 1000 1500 2000 2500 Turkey 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 50 60 Turkey 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -100 0 100 200 300 400 500 Turkey 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 0 3 6 9 12 Turkey 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Turkey Days Since 100th Case Turkey Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Turkey Days Since 10th Death Turkey Italy 2020-02-01 2020-03-01 2020-04-01 0 500 1000 1500 2000 2500 Turkey New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 Turkey Deaths Per Day 2020-03-19 2020-03-28 2020-04-06 2020-04-15 2020-04-24 0 25000 50000 75000 100000 Turkey Forecast Cases 2020-03-19 2020-03-28 2020-04-06 2020-04-15 2020-04-24 0 1000 2000 3000 Turkey Forecast Deaths

US

  • Confirmed cases: 243,453
  • Deaths: 5,926
  • Death Rate: 2.43%

US Forecast
By 2020-04-13

  • Confirmed cases: 511,045 (+/- 54,498)
  • Deaths: 16,330 (+/- 2,418)

By 2020-04-23

  • Confirmed cases: 729,847 (+/- 138,501)
  • Deaths: 24,838 (+/- 6,146)
2020-02-01 2020-03-01 2020-04-01 0 50000 100000 150000 200000 250000 US Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 4000 5000 6000 US Deaths 2020-02-01 2020-03-01 2020-04-01 0 5000 10000 15000 20000 25000 US 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 250 500 750 1000 US 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 US 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 US 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 50000 100000 150000 200000 250000 US Days Since 100th Case US Italy 0 10 20 30 0 2500 5000 7500 10000 12500 US Days Since 10th Death US Italy 2020-02-01 2020-03-01 2020-04-01 0 10000 20000 30000 US New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 250 500 750 1000 US Deaths Per Day 2020-03-03 2020-03-16 2020-03-29 2020-04-11 2020-04-24 0 200000 400000 600000 800000 US Forecast Cases 2020-03-03 2020-03-16 2020-03-29 2020-04-11 2020-04-24 0 10000 20000 30000 US Forecast Deaths

Uganda

  • Confirmed cases: 45
  • Deaths: 0
  • Death Rate: 0.0%

Ukraine

  • Confirmed cases: 897
  • Deaths: 22
  • Death Rate: 2.45%

Ukraine Forecast
By 2020-04-13

  • Confirmed cases: 2,123 (+/- 822)
  • Deaths: 48 (+/- 36)

By 2020-04-23

  • Confirmed cases: 3,350 (+/- 2,280)
  • Deaths: 73 (+/- 101)
2020-02-01 2020-03-01 2020-04-01 0 200 400 600 800 Ukraine Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 20 Ukraine Deaths 2020-02-01 2020-03-01 2020-04-01 0 25 50 75 100 Ukraine 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 Ukraine 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -10 0 10 20 30 Ukraine 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -0.2 0.0 0.2 0.4 0.6 0.8 1.0 Ukraine 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Ukraine Days Since 100th Case Ukraine Italy 0 10 20 30 0 2500 5000 7500 10000 12500 Ukraine Days Since 10th Death Ukraine Italy 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 Ukraine New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 Ukraine Deaths Per Day 2020-03-26 2020-04-02 2020-04-09 2020-04-16 2020-04-23 0 2000 4000 6000 Ukraine Forecast Cases 2020-03-26 2020-04-02 2020-04-09 2020-04-16 2020-04-23 -50 0 50 100 150 200 Ukraine Forecast Deaths

United Arab Emirates

  • Confirmed cases: 1,024
  • Deaths: 8
  • Death Rate: 0.78%

United Arab Emirates Forecast
By 2020-04-13

  • Confirmed cases: 2,724 (+/- 1,086)
  • Deaths: 10 (+/- 9)

By 2020-04-23

  • Confirmed cases: 4,113 (+/- 2,703)
  • Deaths: 11 (+/- 17)
2020-02-01 2020-03-01 2020-04-01 0 250 500 750 1000 United Arab Emirates Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 2 4 6 8 United Arab Emirates Deaths 2020-02-01 2020-03-01 2020-04-01 0 25 50 75 100 125 United Arab Emirates 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0.0 0.5 1.0 1.5 United Arab Emirates 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -10 0 10 20 30 40 50 United Arab Emirates 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -0.50 -0.25 0.00 0.25 0.50 United Arab Emirates 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 United Arab Emirates Days Since 100th Case United Arab Emirates Italy 0 10 20 30 0 2500 5000 7500 10000 12500 United Arab Emirates Days Since 10th Death United Arab Emirates Italy 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 United Arab Emirates New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0.0 0.5 1.0 1.5 2.0 United Arab Emirates Deaths Per Day 2020-03-18 2020-03-27 2020-04-05 2020-04-14 2020-04-23 0 2000 4000 6000 8000 United Arab Emirates Forecast Cases 2020-03-18 2020-03-27 2020-04-05 2020-04-14 2020-04-23 -10 0 10 20 30 United Arab Emirates Forecast Deaths

United Kingdom

  • Confirmed cases: 34,173
  • Deaths: 2,926
  • Death Rate: 8.56%

United Kingdom Forecast
By 2020-04-13

  • Confirmed cases: 72,986 (+/- 11,915)
  • Deaths: 8,026 (+/- 1,572)

By 2020-04-23

  • Confirmed cases: 104,699 (+/- 30,282)
  • Deaths: 12,194 (+/- 3,995)
2020-02-01 2020-03-01 2020-04-01 0 10000 20000 30000 United Kingdom Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 United Kingdom Deaths 2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 4000 United Kingdom 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 400 500 United Kingdom 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 0 200 400 600 United Kingdom 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 100 100 United Kingdom 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 United Kingdom Days Since 100th Case United Kingdom Italy 0 10 20 30 0 2500 5000 7500 10000 12500 United Kingdom Days Since 10th Death United Kingdom Italy 2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 4000 United Kingdom New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 400 500 United Kingdom Deaths Per Day 2020-03-05 2020-03-18 2020-03-31 2020-04-13 0 50000 100000 150000 United Kingdom Forecast Cases 2020-03-05 2020-03-18 2020-03-31 2020-04-13 0 5000 10000 15000 United Kingdom Forecast Deaths

Uruguay

  • Confirmed cases: 350
  • Deaths: 4
  • Death Rate: 1.14%

Uzbekistan

  • Confirmed cases: 205
  • Deaths: 2
  • Death Rate: 0.98%

Venezuela

  • Confirmed cases: 146
  • Deaths: 5
  • Death Rate: 3.42%

Vietnam

  • Confirmed cases: 233
  • Deaths: 0
  • Death Rate: 0.0%

West Bank and Gaza

  • Confirmed cases: 161
  • Deaths: 1
  • Death Rate: 0.62%

Zambia

  • Confirmed cases: 39
  • Deaths: 1
  • Death Rate: 2.56%

Zimbabwe

  • Confirmed cases: 9
  • Deaths: 1
  • Death Rate: 11.11%
┌ Warning: RCall.jl: Warning in ets(x, "AAN", alpha = alpha, beta = beta, phi = phi, damped = damped,  :
│   Not enough data to use damping
└ @ RCall /Users/danielhopp/.julia/packages/RCall/g7dhB/src/io.jl:113
┌ Warning: RCall.jl: Warning in ets(x, "AAN", alpha = alpha, beta = beta, phi = phi, damped = damped,  :
│   Not enough data to use damping
└ @ RCall /Users/danielhopp/.julia/packages/RCall/g7dhB/src/io.jl:113
┌ Warning: RCall.jl: Warning in ets(x, "AAN", alpha = alpha, beta = beta, phi = phi, damped = damped,  :
│   Not enough data to use damping
└ @ RCall /Users/danielhopp/.julia/packages/RCall/g7dhB/src/io.jl:113
┌ Warning: RCall.jl: Warning in ets(x, "AAN", alpha = alpha, beta = beta, phi = phi, damped = damped,  :
│   Not enough data to use damping
└ @ RCall /Users/danielhopp/.julia/packages/RCall/g7dhB/src/io.jl:113